In [10]:
# What we see...
plt.imshow(img_arr)
Out[10]:
<matplotlib.image.AxesImage at 0x7acd6c981ae0>
Classify a given sample input image of a valid playing card into one of the 52 playing cards out of a valid deck.
Convolution Neural Newtorks (Keras Implementation) for classification
Random images of playing cards at different angles sourced from internet. Each file contains an image of a valid playing card with a dark background. The original resolution of each image is about 16 Megapixel with an average size of 700 KB.
All the images are coloured (RGB channel).
# connect to GDrive
from google.colab import drive
drive.mount('/content/drive', force_remount=True)
Mounted at /content/drive
#
# Initialize Basic File paths...
#
import os
root_dir_fp = "/content/drive/MyDrive/WORK/Data Science/7. Neural Networks and Deep Learning/resources/CSCI 5922 - Neural Nets and Deep Learning/ASSIGNMENTS/PROJECT/source/ml/"
data_fp = os.path.join(root_dir_fp, "data")
model_fp = os.path.join(root_dir_fp, "models")
save_fp = os.path.join(root_dir_fp, "save")
output_fp = os.path.join(root_dir_fp, "output")
#
# Initialize Configuration File paths...
#
label_encoder_fp = model_fp + '/labelencoder_classes.npy'
model_save_fp = model_fp + '/pokermate_stage1.h5'
# Installations
# Run the following to install required packages:
# !pip install pandas numpy tensorflow keras scikit-learn github gitpython cv2 pylabel
import os
import sys
import re
import shutil
import ntpath
import numpy as np
import pandas as pd
from tqdm import tqdm
import pickle
from pathlib import Path
import cv2
from PIL import Image, ImageDraw
import matplotlib.pyplot as plt
import matplotlib.image as mpimg
import matplotlib.pyplot as plt
from matplotlib.pyplot import imread, imshow, subplots, show
import seaborn as sns
from sklearn.preprocessing import LabelEncoder
from sklearn.model_selection import train_test_split
from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, confusion_matrix, classification_report, ConfusionMatrixDisplay
import tensorflow as tf
from tensorflow.keras.preprocessing.image import ImageDataGenerator
from keras.models import Sequential
from keras.layers import Dense, BatchNormalization, Dropout, Flatten, Conv2D, MaxPooling2D
from keras.optimizers import RMSprop, Adagrad, SGD, Adam
from keras.utils import to_categorical
from tensorflow.keras.models import load_model
%matplotlib inline
## Reading Image Files from a given path
# Stage 1 images root directory path
files_root_path = os.path.join(data_fp, "stage1_images")
# Load image files
cards = dict()
for file_name in os.listdir(files_root_path):
# image base-name
img_name = ntpath.basename(file_name).split(".")[0]
# image filepath
img_path = os.path.join(files_root_path, file_name)
# Extract Card, Suite and Sample num
match = re.match(r'^([2-9TJQKA]+)([CDHS])(\d+)$|^10([CDHS])(\d+)$', img_name)
if match:
if match.group(1):
card_name = match.group(1)
else:
card_name = "10"
card_suite = match.group(2) if match.group(2) else match.group(4)
sample_number = int(match.group(3)) if match.group(3) else int(match.group(5))
print(f"Card Name: {card_name}, Card Suite: {card_suite}, Sample Number: {sample_number}")
if card_name not in cards:
cards[card_name] = {"H": [], "S": [], "C": [], "D": []}
cards[card_name][card_suite].append({"filename": img_path, "sample": sample_number})
Card Name: 9, Card Suite: D, Sample Number: 43 Card Name: 9, Card Suite: D, Sample Number: 35 Card Name: 9, Card Suite: D, Sample Number: 33 Card Name: 9, Card Suite: D, Sample Number: 44 Card Name: 9, Card Suite: D, Sample Number: 4 Card Name: 9, Card Suite: D, Sample Number: 50 Card Name: 9, Card Suite: D, Sample Number: 38 Card Name: 9, Card Suite: D, Sample Number: 46 Card Name: 9, Card Suite: D, Sample Number: 48 Card Name: 9, Card Suite: D, Sample Number: 5 Card Name: 9, Card Suite: H, Sample Number: 22 Card Name: 9, Card Suite: H, Sample Number: 28 Card Name: 9, Card Suite: H, Sample Number: 10 Card Name: 9, Card Suite: H, Sample Number: 14 Card Name: 9, Card Suite: H, Sample Number: 1 Card Name: 9, Card Suite: D, Sample Number: 9 Card Name: 9, Card Suite: H, Sample Number: 15 Card Name: 9, Card Suite: H, Sample Number: 13 Card Name: 9, Card Suite: H, Sample Number: 26 Card Name: 9, Card Suite: D, Sample Number: 7 Card Name: 9, Card Suite: H, Sample Number: 30 Card Name: 9, Card Suite: H, Sample Number: 21 Card Name: 9, Card Suite: H, Sample Number: 23 Card Name: 9, Card Suite: H, Sample Number: 17 Card Name: 9, Card Suite: H, Sample Number: 27 Card Name: 9, Card Suite: H, Sample Number: 25 Card Name: 9, Card Suite: H, Sample Number: 16 Card Name: 9, Card Suite: H, Sample Number: 12 Card Name: 9, Card Suite: H, Sample Number: 24 Card Name: 9, Card Suite: D, Sample Number: 8 Card Name: 9, Card Suite: H, Sample Number: 20 Card Name: 9, Card Suite: H, Sample Number: 11 Card Name: 9, Card Suite: H, Sample Number: 0 Card Name: 9, Card Suite: H, Sample Number: 3 Card Name: 9, Card Suite: H, Sample Number: 2 Card Name: 9, Card Suite: D, Sample Number: 51 Card Name: 9, Card Suite: H, Sample Number: 18 Card Name: 9, Card Suite: H, Sample Number: 19 Card Name: 9, Card Suite: H, Sample Number: 31 Card Name: 9, Card Suite: H, Sample Number: 29 Card Name: 9, Card Suite: D, Sample Number: 6 Card Name: 9, Card Suite: H, Sample Number: 37 Card Name: 9, Card Suite: H, Sample Number: 35 Card Name: 9, Card Suite: H, Sample Number: 50 Card Name: 9, Card Suite: H, Sample Number: 39 Card Name: 9, Card Suite: S, Sample Number: 13 Card Name: 9, Card Suite: H, Sample Number: 36 Card Name: 9, Card Suite: H, Sample Number: 43 Card Name: 9, Card Suite: H, Sample Number: 8 Card Name: 9, Card Suite: H, Sample Number: 33 Card Name: 9, Card Suite: H, Sample Number: 51 Card Name: 9, Card Suite: H, Sample Number: 9 Card Name: 9, Card Suite: S, Sample Number: 12 Card Name: 9, Card Suite: S, Sample Number: 10 Card Name: 9, Card Suite: S, Sample Number: 0 Card Name: 9, Card Suite: H, Sample Number: 47 Card Name: 9, Card Suite: S, Sample Number: 14 Card Name: 9, Card Suite: H, Sample Number: 40 Card Name: 9, Card Suite: H, Sample Number: 44 Card Name: 9, Card Suite: H, Sample Number: 4 Card Name: 9, Card Suite: H, Sample Number: 32 Card Name: 9, Card Suite: H, Sample Number: 6 Card Name: 9, Card Suite: H, Sample Number: 46 Card Name: 9, Card Suite: S, Sample Number: 11 Card Name: 9, Card Suite: H, Sample Number: 5 Card Name: 9, Card Suite: H, Sample Number: 41 Card Name: 9, Card Suite: H, Sample Number: 42 Card Name: 9, Card Suite: S, Sample Number: 1 Card Name: 9, Card Suite: H, Sample Number: 38 Card Name: 9, Card Suite: H, Sample Number: 34 Card Name: 9, Card Suite: H, Sample Number: 49 Card Name: 9, Card Suite: H, Sample Number: 48 Card Name: 9, Card Suite: H, Sample Number: 45 Card Name: 9, Card Suite: H, Sample Number: 7 Card Name: 9, Card Suite: S, Sample Number: 4 Card Name: 9, Card Suite: S, Sample Number: 21 Card Name: 9, Card Suite: S, Sample Number: 28 Card Name: 9, Card Suite: S, Sample Number: 23 Card Name: 9, Card Suite: S, Sample Number: 41 Card Name: 9, Card Suite: S, Sample Number: 17 Card Name: 9, Card Suite: S, Sample Number: 35 Card Name: 9, Card Suite: S, Sample Number: 26 Card Name: 9, Card Suite: S, Sample Number: 38 Card Name: 9, Card Suite: S, Sample Number: 16 Card Name: 9, Card Suite: S, Sample Number: 22 Card Name: 9, Card Suite: S, Sample Number: 24 Card Name: 9, Card Suite: S, Sample Number: 20 Card Name: 9, Card Suite: S, Sample Number: 27 Card Name: 9, Card Suite: S, Sample Number: 31 Card Name: 9, Card Suite: S, Sample Number: 3 Card Name: 9, Card Suite: S, Sample Number: 19 Card Name: 9, Card Suite: S, Sample Number: 39 Card Name: 9, Card Suite: S, Sample Number: 36 Card Name: 9, Card Suite: S, Sample Number: 32 Card Name: 9, Card Suite: S, Sample Number: 2 Card Name: 9, Card Suite: S, Sample Number: 34 Card Name: 9, Card Suite: S, Sample Number: 29 Card Name: 9, Card Suite: S, Sample Number: 18 Card Name: 9, Card Suite: S, Sample Number: 37 Card Name: 9, Card Suite: S, Sample Number: 30 Card Name: 9, Card Suite: S, Sample Number: 15 Card Name: 9, Card Suite: S, Sample Number: 25 Card Name: 9, Card Suite: S, Sample Number: 42 Card Name: 9, Card Suite: S, Sample Number: 40 Card Name: 9, Card Suite: S, Sample Number: 33 Card Name: A, Card Suite: C, Sample Number: 0 Card Name: 9, Card Suite: S, Sample Number: 9 Card Name: A, Card Suite: C, Sample Number: 2 Card Name: A, Card Suite: C, Sample Number: 19 Card Name: 9, Card Suite: S, Sample Number: 44 Card Name: 9, Card Suite: S, Sample Number: 51 Card Name: 9, Card Suite: S, Sample Number: 48 Card Name: 9, Card Suite: S, Sample Number: 8 Card Name: A, Card Suite: C, Sample Number: 1 Card Name: 9, Card Suite: S, Sample Number: 50 Card Name: A, Card Suite: C, Sample Number: 23 Card Name: A, Card Suite: C, Sample Number: 16 Card Name: 9, Card Suite: S, Sample Number: 7 Card Name: A, Card Suite: C, Sample Number: 22 Card Name: A, Card Suite: C, Sample Number: 15 Card Name: A, Card Suite: C, Sample Number: 18 Card Name: 9, Card Suite: S, Sample Number: 46 Card Name: A, Card Suite: C, Sample Number: 21 Card Name: A, Card Suite: C, Sample Number: 25 Card Name: A, Card Suite: C, Sample Number: 10 Card Name: 9, Card Suite: S, Sample Number: 43 Card Name: A, Card Suite: C, Sample Number: 11 Card Name: A, Card Suite: C, Sample Number: 13 Card Name: 9, Card Suite: S, Sample Number: 45 Card Name: A, Card Suite: C, Sample Number: 24 Card Name: A, Card Suite: C, Sample Number: 14 Card Name: 9, Card Suite: S, Sample Number: 6 Card Name: 9, Card Suite: S, Sample Number: 47 Card Name: A, Card Suite: C, Sample Number: 17 Card Name: A, Card Suite: C, Sample Number: 12 Card Name: 9, Card Suite: S, Sample Number: 5 Card Name: A, Card Suite: C, Sample Number: 20 Card Name: 9, Card Suite: S, Sample Number: 49 Card Name: A, Card Suite: C, Sample Number: 36 Card Name: A, Card Suite: C, Sample Number: 45 Card Name: A, Card Suite: C, Sample Number: 38 Card Name: A, Card Suite: C, Sample Number: 6 Card Name: A, Card Suite: C, Sample Number: 46 Card Name: A, Card Suite: C, Sample Number: 7 Card Name: A, Card Suite: C, Sample Number: 37 Card Name: A, Card Suite: C, Sample Number: 43 Card Name: A, Card Suite: C, Sample Number: 44 Card Name: A, Card Suite: C, Sample Number: 26 Card Name: A, Card Suite: C, Sample Number: 40 Card Name: A, Card Suite: C, Sample Number: 5 Card Name: A, Card Suite: D, Sample Number: 0 Card Name: A, Card Suite: C, Sample Number: 29 Card Name: A, Card Suite: C, Sample Number: 3 Card Name: A, Card Suite: C, Sample Number: 50 Card Name: A, Card Suite: C, Sample Number: 9 Card Name: A, Card Suite: C, Sample Number: 8 Card Name: A, Card Suite: C, Sample Number: 31 Card Name: A, Card Suite: C, Sample Number: 51 Card Name: A, Card Suite: C, Sample Number: 30 Card Name: A, Card Suite: C, Sample Number: 41 Card Name: A, Card Suite: C, Sample Number: 47 Card Name: A, Card Suite: C, Sample Number: 34 Card Name: A, Card Suite: C, Sample Number: 28 Card Name: A, Card Suite: C, Sample Number: 4 Card Name: A, Card Suite: C, Sample Number: 39 Card Name: A, Card Suite: C, Sample Number: 42 Card Name: A, Card Suite: C, Sample Number: 48 Card Name: A, Card Suite: C, Sample Number: 49 Card Name: A, Card Suite: C, Sample Number: 35 Card Name: A, Card Suite: C, Sample Number: 27 Card Name: A, Card Suite: C, Sample Number: 33 Card Name: A, Card Suite: C, Sample Number: 32 Card Name: A, Card Suite: D, Sample Number: 23 Card Name: A, Card Suite: D, Sample Number: 12 Card Name: A, Card Suite: D, Sample Number: 32 Card Name: A, Card Suite: D, Sample Number: 22 Card Name: A, Card Suite: D, Sample Number: 18 Card Name: A, Card Suite: D, Sample Number: 1 Card Name: A, Card Suite: D, Sample Number: 26 Card Name: A, Card Suite: D, Sample Number: 29 Card Name: A, Card Suite: D, Sample Number: 25 Card Name: A, Card Suite: D, Sample Number: 17 Card Name: A, Card Suite: D, Sample Number: 14 Card Name: A, Card Suite: D, Sample Number: 3 Card Name: A, Card Suite: D, Sample Number: 19 Card Name: A, Card Suite: D, Sample Number: 30 Card Name: A, Card Suite: D, Sample Number: 31 Card Name: A, Card Suite: D, Sample Number: 20 Card Name: A, Card Suite: D, Sample Number: 24 Card Name: A, Card Suite: D, Sample Number: 21 Card Name: A, Card Suite: D, Sample Number: 13 Card Name: A, Card Suite: D, Sample Number: 33 Card Name: A, Card Suite: D, Sample Number: 10 Card Name: A, Card Suite: D, Sample Number: 11 Card Name: A, Card Suite: D, Sample Number: 16 Card Name: A, Card Suite: D, Sample Number: 15 Card Name: A, Card Suite: D, Sample Number: 28 Card Name: A, Card Suite: D, Sample Number: 2 Card Name: A, Card Suite: D, Sample Number: 27 Card Name: A, Card Suite: D, Sample Number: 43 Card Name: A, Card Suite: D, Sample Number: 49 Card Name: A, Card Suite: H, Sample Number: 0 Card Name: A, Card Suite: D, Sample Number: 36 Card Name: A, Card Suite: D, Sample Number: 8 Card Name: A, Card Suite: D, Sample Number: 41 Card Name: A, Card Suite: D, Sample Number: 42 Card Name: A, Card Suite: D, Sample Number: 38 Card Name: A, Card Suite: D, Sample Number: 44 Card Name: A, Card Suite: H, Sample Number: 11 Card Name: A, Card Suite: D, Sample Number: 35 Card Name: A, Card Suite: D, Sample Number: 40 Card Name: A, Card Suite: D, Sample Number: 47 Card Name: A, Card Suite: D, Sample Number: 34 Card Name: A, Card Suite: D, Sample Number: 50 Card Name: A, Card Suite: H, Sample Number: 10 Card Name: A, Card Suite: D, Sample Number: 39 Card Name: A, Card Suite: D, Sample Number: 9 Card Name: A, Card Suite: D, Sample Number: 7 Card Name: A, Card Suite: D, Sample Number: 5 Card Name: A, Card Suite: D, Sample Number: 45 Card Name: A, Card Suite: D, Sample Number: 46 Card Name: A, Card Suite: D, Sample Number: 6 Card Name: A, Card Suite: D, Sample Number: 37 Card Name: A, Card Suite: D, Sample Number: 4 Card Name: A, Card Suite: D, Sample Number: 48 Card Name: A, Card Suite: H, Sample Number: 1 Card Name: A, Card Suite: D, Sample Number: 51 Card Name: A, Card Suite: H, Sample Number: 17 Card Name: A, Card Suite: H, Sample Number: 13 Card Name: A, Card Suite: H, Sample Number: 30 Card Name: A, Card Suite: H, Sample Number: 15 Card Name: A, Card Suite: H, Sample Number: 42 Card Name: A, Card Suite: H, Sample Number: 3 Card Name: A, Card Suite: H, Sample Number: 39 Card Name: A, Card Suite: H, Sample Number: 37 Card Name: A, Card Suite: H, Sample Number: 36 Card Name: A, Card Suite: H, Sample Number: 32 Card Name: A, Card Suite: H, Sample Number: 43 Card Name: A, Card Suite: H, Sample Number: 16 Card Name: A, Card Suite: H, Sample Number: 41 Card Name: A, Card Suite: H, Sample Number: 21 Card Name: A, Card Suite: H, Sample Number: 29 Card Name: A, Card Suite: H, Sample Number: 20 Card Name: A, Card Suite: H, Sample Number: 19 Card Name: A, Card Suite: H, Sample Number: 26 Card Name: A, Card Suite: H, Sample Number: 27 Card Name: A, Card Suite: H, Sample Number: 35 Card Name: A, Card Suite: H, Sample Number: 33 Card Name: A, Card Suite: H, Sample Number: 23 Card Name: A, Card Suite: H, Sample Number: 18 Card Name: A, Card Suite: H, Sample Number: 38 Card Name: A, Card Suite: H, Sample Number: 25 Card Name: A, Card Suite: H, Sample Number: 4 Card Name: A, Card Suite: H, Sample Number: 2 Card Name: A, Card Suite: H, Sample Number: 44 Card Name: A, Card Suite: H, Sample Number: 34 Card Name: A, Card Suite: H, Sample Number: 40 Card Name: A, Card Suite: H, Sample Number: 31 Card Name: A, Card Suite: H, Sample Number: 24 Card Name: A, Card Suite: H, Sample Number: 14 Card Name: A, Card Suite: H, Sample Number: 12 Card Name: A, Card Suite: H, Sample Number: 28 Card Name: A, Card Suite: H, Sample Number: 22 Card Name: A, Card Suite: S, Sample Number: 23 Card Name: A, Card Suite: H, Sample Number: 47 Card Name: A, Card Suite: H, Sample Number: 7 Card Name: A, Card Suite: H, Sample Number: 48 Card Name: A, Card Suite: S, Sample Number: 13 Card Name: A, Card Suite: H, Sample Number: 49 Card Name: A, Card Suite: H, Sample Number: 50 Card Name: A, Card Suite: H, Sample Number: 8 Card Name: A, Card Suite: S, Sample Number: 15 Card Name: A, Card Suite: S, Sample Number: 11 Card Name: A, Card Suite: S, Sample Number: 10 Card Name: A, Card Suite: S, Sample Number: 20 Card Name: A, Card Suite: S, Sample Number: 1 Card Name: A, Card Suite: H, Sample Number: 51 Card Name: A, Card Suite: S, Sample Number: 12 Card Name: A, Card Suite: S, Sample Number: 22 Card Name: A, Card Suite: S, Sample Number: 2 Card Name: A, Card Suite: S, Sample Number: 0 Card Name: A, Card Suite: H, Sample Number: 45 Card Name: A, Card Suite: H, Sample Number: 5 Card Name: A, Card Suite: H, Sample Number: 46 Card Name: A, Card Suite: S, Sample Number: 14 Card Name: A, Card Suite: S, Sample Number: 19 Card Name: A, Card Suite: H, Sample Number: 6 Card Name: A, Card Suite: S, Sample Number: 16 Card Name: A, Card Suite: S, Sample Number: 21 Card Name: A, Card Suite: H, Sample Number: 9 Card Name: A, Card Suite: S, Sample Number: 17 Card Name: A, Card Suite: S, Sample Number: 24 Card Name: A, Card Suite: S, Sample Number: 18 Card Name: A, Card Suite: S, Sample Number: 31 Card Name: A, Card Suite: S, Sample Number: 4 Card Name: A, Card Suite: S, Sample Number: 44 Card Name: A, Card Suite: S, Sample Number: 42 Card Name: A, Card Suite: S, Sample Number: 30 Card Name: A, Card Suite: S, Sample Number: 47 Card Name: A, Card Suite: S, Sample Number: 34 Card Name: A, Card Suite: S, Sample Number: 48 Card Name: A, Card Suite: S, Sample Number: 3 Card Name: A, Card Suite: S, Sample Number: 29 Card Name: A, Card Suite: S, Sample Number: 50 Card Name: A, Card Suite: S, Sample Number: 41 Card Name: A, Card Suite: S, Sample Number: 25 Card Name: A, Card Suite: S, Sample Number: 32 Card Name: A, Card Suite: S, Sample Number: 5 Card Name: A, Card Suite: S, Sample Number: 43 Card Name: A, Card Suite: S, Sample Number: 40 Card Name: A, Card Suite: S, Sample Number: 36 Card Name: A, Card Suite: S, Sample Number: 38 Card Name: A, Card Suite: S, Sample Number: 6 Card Name: A, Card Suite: S, Sample Number: 28 Card Name: A, Card Suite: S, Sample Number: 46 Card Name: A, Card Suite: S, Sample Number: 39 Card Name: A, Card Suite: S, Sample Number: 27 Card Name: A, Card Suite: S, Sample Number: 45 Card Name: A, Card Suite: S, Sample Number: 33 Card Name: A, Card Suite: S, Sample Number: 37 Card Name: A, Card Suite: S, Sample Number: 26 Card Name: A, Card Suite: S, Sample Number: 35 Card Name: A, Card Suite: S, Sample Number: 49 Card Name: A, Card Suite: S, Sample Number: 8 Card Name: J, Card Suite: C, Sample Number: 17 Card Name: J, Card Suite: C, Sample Number: 23 Card Name: J, Card Suite: C, Sample Number: 29 Card Name: J, Card Suite: C, Sample Number: 25 Card Name: A, Card Suite: S, Sample Number: 9 Card Name: J, Card Suite: C, Sample Number: 16 Card Name: A, Card Suite: S, Sample Number: 7 Card Name: J, Card Suite: C, Sample Number: 1 Card Name: J, Card Suite: C, Sample Number: 0 Card Name: J, Card Suite: C, Sample Number: 2 Card Name: J, Card Suite: C, Sample Number: 31 Card Name: J, Card Suite: C, Sample Number: 27 Card Name: J, Card Suite: C, Sample Number: 14 Card Name: J, Card Suite: C, Sample Number: 26 Card Name: J, Card Suite: C, Sample Number: 11 Card Name: J, Card Suite: C, Sample Number: 22 Card Name: J, Card Suite: C, Sample Number: 30 Card Name: J, Card Suite: C, Sample Number: 21 Card Name: J, Card Suite: C, Sample Number: 18 Card Name: J, Card Suite: C, Sample Number: 3 Card Name: J, Card Suite: C, Sample Number: 24 Card Name: J, Card Suite: C, Sample Number: 13 Card Name: J, Card Suite: C, Sample Number: 28 Card Name: J, Card Suite: C, Sample Number: 20 Card Name: J, Card Suite: C, Sample Number: 12 Card Name: J, Card Suite: C, Sample Number: 15 Card Name: J, Card Suite: C, Sample Number: 10 Card Name: J, Card Suite: C, Sample Number: 34 Card Name: J, Card Suite: C, Sample Number: 46 Card Name: J, Card Suite: C, Sample Number: 38 Card Name: J, Card Suite: C, Sample Number: 44 Card Name: J, Card Suite: C, Sample Number: 47 Card Name: J, Card Suite: C, Sample Number: 39 Card Name: J, Card Suite: C, Sample Number: 7 Card Name: J, Card Suite: C, Sample Number: 41 Card Name: J, Card Suite: C, Sample Number: 36 Card Name: J, Card Suite: C, Sample Number: 45 Card Name: J, Card Suite: C, Sample Number: 33 Card Name: J, Card Suite: C, Sample Number: 49 Card Name: J, Card Suite: C, Sample Number: 51 Card Name: J, Card Suite: C, Sample Number: 9 Card Name: J, Card Suite: C, Sample Number: 4 Card Name: J, Card Suite: C, Sample Number: 6 Card Name: J, Card Suite: C, Sample Number: 35 Card Name: J, Card Suite: C, Sample Number: 43 Card Name: J, Card Suite: C, Sample Number: 40 Card Name: J, Card Suite: C, Sample Number: 37 Card Name: J, Card Suite: D, Sample Number: 0 Card Name: J, Card Suite: C, Sample Number: 48 Card Name: J, Card Suite: C, Sample Number: 50 Card Name: J, Card Suite: C, Sample Number: 42 Card Name: J, Card Suite: C, Sample Number: 8 Card Name: J, Card Suite: C, Sample Number: 32 Card Name: J, Card Suite: C, Sample Number: 5 Card Name: J, Card Suite: D, Sample Number: 11 Card Name: J, Card Suite: D, Sample Number: 1 Card Name: J, Card Suite: D, Sample Number: 12 Card Name: J, Card Suite: D, Sample Number: 27 Card Name: J, Card Suite: D, Sample Number: 21 Card Name: J, Card Suite: D, Sample Number: 24 Card Name: J, Card Suite: D, Sample Number: 26 Card Name: J, Card Suite: D, Sample Number: 30 Card Name: J, Card Suite: D, Sample Number: 19 Card Name: J, Card Suite: D, Sample Number: 17 Card Name: J, Card Suite: D, Sample Number: 28 Card Name: J, Card Suite: D, Sample Number: 15 Card Name: J, Card Suite: D, Sample Number: 23 Card Name: J, Card Suite: D, Sample Number: 10 Card Name: J, Card Suite: D, Sample Number: 2 Card Name: J, Card Suite: D, Sample Number: 16 Card Name: J, Card Suite: D, Sample Number: 22 Card Name: J, Card Suite: D, Sample Number: 25 Card Name: J, Card Suite: D, Sample Number: 20 Card Name: J, Card Suite: D, Sample Number: 18 Card Name: J, Card Suite: D, Sample Number: 13 Card Name: J, Card Suite: D, Sample Number: 29 Card Name: J, Card Suite: D, Sample Number: 14 Card Name: J, Card Suite: D, Sample Number: 3 Card Name: J, Card Suite: D, Sample Number: 40 Card Name: J, Card Suite: D, Sample Number: 45 Card Name: J, Card Suite: D, Sample Number: 33 Card Name: J, Card Suite: D, Sample Number: 5 Card Name: J, Card Suite: D, Sample Number: 49 Card Name: J, Card Suite: D, Sample Number: 32 Card Name: J, Card Suite: D, Sample Number: 36 Card Name: J, Card Suite: D, Sample Number: 39 Card Name: J, Card Suite: D, Sample Number: 51 Card Name: J, Card Suite: D, Sample Number: 48 Card Name: J, Card Suite: D, Sample Number: 47 Card Name: J, Card Suite: D, Sample Number: 50 Card Name: J, Card Suite: D, Sample Number: 4 Card Name: J, Card Suite: D, Sample Number: 37 Card Name: J, Card Suite: D, Sample Number: 41 Card Name: J, Card Suite: D, Sample Number: 43 Card Name: J, Card Suite: D, Sample Number: 34 Card Name: J, Card Suite: D, Sample Number: 44 Card Name: J, Card Suite: D, Sample Number: 42 Card Name: J, Card Suite: D, Sample Number: 46 Card Name: J, Card Suite: D, Sample Number: 38 Card Name: J, Card Suite: D, Sample Number: 31 Card Name: J, Card Suite: D, Sample Number: 6 Card Name: J, Card Suite: D, Sample Number: 35 Card Name: J, Card Suite: D, Sample Number: 9 Card Name: J, Card Suite: H, Sample Number: 2 Card Name: J, Card Suite: H, Sample Number: 20 Card Name: J, Card Suite: H, Sample Number: 22 Card Name: J, Card Suite: H, Sample Number: 15 Card Name: J, Card Suite: D, Sample Number: 8 Card Name: J, Card Suite: H, Sample Number: 10 Card Name: J, Card Suite: H, Sample Number: 21 Card Name: J, Card Suite: H, Sample Number: 18 Card Name: J, Card Suite: H, Sample Number: 0 Card Name: J, Card Suite: H, Sample Number: 24 Card Name: J, Card Suite: H, Sample Number: 1 Card Name: J, Card Suite: H, Sample Number: 14 Card Name: J, Card Suite: H, Sample Number: 16 Card Name: J, Card Suite: H, Sample Number: 25 Card Name: J, Card Suite: H, Sample Number: 19 Card Name: J, Card Suite: H, Sample Number: 12 Card Name: J, Card Suite: H, Sample Number: 23 Card Name: J, Card Suite: D, Sample Number: 7 Card Name: J, Card Suite: H, Sample Number: 13 Card Name: J, Card Suite: H, Sample Number: 17 Card Name: J, Card Suite: H, Sample Number: 11 Card Name: J, Card Suite: H, Sample Number: 43 Card Name: J, Card Suite: H, Sample Number: 35 Card Name: J, Card Suite: H, Sample Number: 4 Card Name: J, Card Suite: H, Sample Number: 45 Card Name: J, Card Suite: H, Sample Number: 30 Card Name: J, Card Suite: H, Sample Number: 26 Card Name: J, Card Suite: H, Sample Number: 37 Card Name: J, Card Suite: H, Sample Number: 42 Card Name: J, Card Suite: H, Sample Number: 40 Card Name: J, Card Suite: H, Sample Number: 31 Card Name: J, Card Suite: H, Sample Number: 41 Card Name: J, Card Suite: H, Sample Number: 3 Card Name: J, Card Suite: H, Sample Number: 46 Card Name: J, Card Suite: H, Sample Number: 38 Card Name: J, Card Suite: H, Sample Number: 32 Card Name: J, Card Suite: H, Sample Number: 39 Card Name: J, Card Suite: H, Sample Number: 28 Card Name: J, Card Suite: H, Sample Number: 27 Card Name: J, Card Suite: H, Sample Number: 33 Card Name: J, Card Suite: H, Sample Number: 34 Card Name: J, Card Suite: H, Sample Number: 29 Card Name: J, Card Suite: H, Sample Number: 44 Card Name: J, Card Suite: H, Sample Number: 36 Card Name: J, Card Suite: H, Sample Number: 6 Card Name: J, Card Suite: H, Sample Number: 9 Card Name: J, Card Suite: H, Sample Number: 8 Card Name: J, Card Suite: H, Sample Number: 48 Card Name: J, Card Suite: H, Sample Number: 51 Card Name: J, Card Suite: H, Sample Number: 5 Card Name: J, Card Suite: H, Sample Number: 47 Card Name: J, Card Suite: H, Sample Number: 50 Card Name: J, Card Suite: H, Sample Number: 7 Card Name: J, Card Suite: H, Sample Number: 49 Card Name: J, Card Suite: S, Sample Number: 16 Card Name: J, Card Suite: S, Sample Number: 22 Card Name: J, Card Suite: S, Sample Number: 15 Card Name: J, Card Suite: S, Sample Number: 23 Card Name: J, Card Suite: S, Sample Number: 14 Card Name: J, Card Suite: S, Sample Number: 26 Card Name: J, Card Suite: S, Sample Number: 17 Card Name: J, Card Suite: S, Sample Number: 21 Card Name: J, Card Suite: S, Sample Number: 0 Card Name: J, Card Suite: S, Sample Number: 11 Card Name: J, Card Suite: S, Sample Number: 20 Card Name: J, Card Suite: S, Sample Number: 24 Card Name: J, Card Suite: S, Sample Number: 2 Card Name: J, Card Suite: S, Sample Number: 10 Card Name: J, Card Suite: S, Sample Number: 18 Card Name: J, Card Suite: S, Sample Number: 13 Card Name: J, Card Suite: S, Sample Number: 19 Card Name: J, Card Suite: S, Sample Number: 1 Card Name: J, Card Suite: S, Sample Number: 12 Card Name: J, Card Suite: S, Sample Number: 25 Card Name: J, Card Suite: S, Sample Number: 44 Card Name: J, Card Suite: S, Sample Number: 40 Card Name: J, Card Suite: S, Sample Number: 32 Card Name: J, Card Suite: S, Sample Number: 37 Card Name: J, Card Suite: S, Sample Number: 50 Card Name: J, Card Suite: S, Sample Number: 46 Card Name: J, Card Suite: S, Sample Number: 34 Card Name: J, Card Suite: S, Sample Number: 27 Card Name: J, Card Suite: S, Sample Number: 43 Card Name: J, Card Suite: S, Sample Number: 28 Card Name: J, Card Suite: S, Sample Number: 47 Card Name: J, Card Suite: S, Sample Number: 38 Card Name: J, Card Suite: S, Sample Number: 36 Card Name: J, Card Suite: S, Sample Number: 39 Card Name: J, Card Suite: S, Sample Number: 33 Card Name: J, Card Suite: S, Sample Number: 41 Card Name: J, Card Suite: S, Sample Number: 29 Card Name: J, Card Suite: S, Sample Number: 45 Card Name: J, Card Suite: S, Sample Number: 35 Card Name: J, Card Suite: S, Sample Number: 48 Card Name: J, Card Suite: S, Sample Number: 3 Card Name: J, Card Suite: S, Sample Number: 49 Card Name: J, Card Suite: S, Sample Number: 42 Card Name: J, Card Suite: S, Sample Number: 4 Card Name: J, Card Suite: S, Sample Number: 31 Card Name: J, Card Suite: S, Sample Number: 30 Card Name: J, Card Suite: S, Sample Number: 5 Card Name: J, Card Suite: S, Sample Number: 51 Card Name: K, Card Suite: C, Sample Number: 2 Card Name: K, Card Suite: C, Sample Number: 14 Card Name: K, Card Suite: C, Sample Number: 19 Card Name: K, Card Suite: C, Sample Number: 21 Card Name: K, Card Suite: C, Sample Number: 0 Card Name: K, Card Suite: C, Sample Number: 25 Card Name: K, Card Suite: C, Sample Number: 1 Card Name: K, Card Suite: C, Sample Number: 15 Card Name: K, Card Suite: C, Sample Number: 10 Card Name: J, Card Suite: S, Sample Number: 7 Card Name: J, Card Suite: S, Sample Number: 6 Card Name: K, Card Suite: C, Sample Number: 11 Card Name: K, Card Suite: C, Sample Number: 18 Card Name: K, Card Suite: C, Sample Number: 17 Card Name: J, Card Suite: S, Sample Number: 9 Card Name: K, Card Suite: C, Sample Number: 26 Card Name: K, Card Suite: C, Sample Number: 20 Card Name: K, Card Suite: C, Sample Number: 16 Card Name: K, Card Suite: C, Sample Number: 12 Card Name: K, Card Suite: C, Sample Number: 24 Card Name: J, Card Suite: S, Sample Number: 8 Card Name: K, Card Suite: C, Sample Number: 13 Card Name: K, Card Suite: C, Sample Number: 22 Card Name: K, Card Suite: C, Sample Number: 23 Card Name: K, Card Suite: C, Sample Number: 3 Card Name: K, Card Suite: C, Sample Number: 27 Card Name: K, Card Suite: C, Sample Number: 33 Card Name: K, Card Suite: C, Sample Number: 4 Card Name: K, Card Suite: C, Sample Number: 28 Card Name: K, Card Suite: C, Sample Number: 39 Card Name: K, Card Suite: C, Sample Number: 32 Card Name: K, Card Suite: C, Sample Number: 5 Card Name: K, Card Suite: C, Sample Number: 30 Card Name: K, Card Suite: C, Sample Number: 31 Card Name: K, Card Suite: C, Sample Number: 40 Card Name: K, Card Suite: C, Sample Number: 48 Card Name: K, Card Suite: C, Sample Number: 49 Card Name: K, Card Suite: C, Sample Number: 35 Card Name: K, Card Suite: C, Sample Number: 38 Card Name: K, Card Suite: C, Sample Number: 44 Card Name: K, Card Suite: C, Sample Number: 34 Card Name: K, Card Suite: C, Sample Number: 42 Card Name: K, Card Suite: C, Sample Number: 46 Card Name: K, Card Suite: C, Sample Number: 36 Card Name: K, Card Suite: C, Sample Number: 29 Card Name: K, Card Suite: C, Sample Number: 37 Card Name: K, Card Suite: C, Sample Number: 47 Card Name: K, Card Suite: C, Sample Number: 45 Card Name: K, Card Suite: C, Sample Number: 43 Card Name: K, Card Suite: C, Sample Number: 41 Card Name: K, Card Suite: C, Sample Number: 51 Card Name: K, Card Suite: C, Sample Number: 9 Card Name: K, Card Suite: D, Sample Number: 14 Card Name: K, Card Suite: D, Sample Number: 1 Card Name: K, Card Suite: D, Sample Number: 11 Card Name: K, Card Suite: D, Sample Number: 19 Card Name: K, Card Suite: D, Sample Number: 0 Card Name: K, Card Suite: D, Sample Number: 21 Card Name: K, Card Suite: D, Sample Number: 15 Card Name: K, Card Suite: D, Sample Number: 2 Card Name: K, Card Suite: D, Sample Number: 10 Card Name: K, Card Suite: D, Sample Number: 18 Card Name: K, Card Suite: D, Sample Number: 20 Card Name: K, Card Suite: C, Sample Number: 7 Card Name: K, Card Suite: D, Sample Number: 13 Card Name: K, Card Suite: C, Sample Number: 6 Card Name: K, Card Suite: D, Sample Number: 17 Card Name: K, Card Suite: C, Sample Number: 8 Card Name: K, Card Suite: D, Sample Number: 22 Card Name: K, Card Suite: D, Sample Number: 16 Card Name: K, Card Suite: D, Sample Number: 12 Card Name: K, Card Suite: C, Sample Number: 50 Card Name: K, Card Suite: D, Sample Number: 29 Card Name: K, Card Suite: D, Sample Number: 40 Card Name: K, Card Suite: D, Sample Number: 41 Card Name: K, Card Suite: D, Sample Number: 34 Card Name: K, Card Suite: D, Sample Number: 33 Card Name: K, Card Suite: D, Sample Number: 42 Card Name: K, Card Suite: D, Sample Number: 30 Card Name: K, Card Suite: D, Sample Number: 27 Card Name: K, Card Suite: D, Sample Number: 32 Card Name: K, Card Suite: D, Sample Number: 35 Card Name: K, Card Suite: D, Sample Number: 39 Card Name: K, Card Suite: D, Sample Number: 28 Card Name: K, Card Suite: D, Sample Number: 31 Card Name: K, Card Suite: D, Sample Number: 4 Card Name: K, Card Suite: D, Sample Number: 37 Card Name: K, Card Suite: D, Sample Number: 23 Card Name: K, Card Suite: D, Sample Number: 43 Card Name: K, Card Suite: D, Sample Number: 3 Card Name: K, Card Suite: D, Sample Number: 26 Card Name: K, Card Suite: D, Sample Number: 24 Card Name: K, Card Suite: D, Sample Number: 36 Card Name: K, Card Suite: D, Sample Number: 38 Card Name: K, Card Suite: D, Sample Number: 25 Card Name: K, Card Suite: D, Sample Number: 51 Card Name: K, Card Suite: H, Sample Number: 14 Card Name: K, Card Suite: H, Sample Number: 0 Card Name: K, Card Suite: D, Sample Number: 49 Card Name: K, Card Suite: H, Sample Number: 1 Card Name: K, Card Suite: D, Sample Number: 48 Card Name: K, Card Suite: D, Sample Number: 47 Card Name: K, Card Suite: D, Sample Number: 50 Card Name: K, Card Suite: H, Sample Number: 15 Card Name: K, Card Suite: H, Sample Number: 12 Card Name: K, Card Suite: H, Sample Number: 11 Card Name: K, Card Suite: D, Sample Number: 45 Card Name: K, Card Suite: D, Sample Number: 8 Card Name: K, Card Suite: H, Sample Number: 13 Card Name: K, Card Suite: D, Sample Number: 46 Card Name: K, Card Suite: D, Sample Number: 6 Card Name: K, Card Suite: D, Sample Number: 5 Card Name: K, Card Suite: D, Sample Number: 7 Card Name: K, Card Suite: H, Sample Number: 10 Card Name: K, Card Suite: D, Sample Number: 44 Card Name: K, Card Suite: D, Sample Number: 9 Card Name: K, Card Suite: H, Sample Number: 19 Card Name: K, Card Suite: H, Sample Number: 17 Card Name: K, Card Suite: H, Sample Number: 35 Card Name: K, Card Suite: H, Sample Number: 3 Card Name: K, Card Suite: H, Sample Number: 2 Card Name: K, Card Suite: H, Sample Number: 29 Card Name: K, Card Suite: H, Sample Number: 22 Card Name: K, Card Suite: H, Sample Number: 38 Card Name: K, Card Suite: H, Sample Number: 18 Card Name: K, Card Suite: H, Sample Number: 33 Card Name: K, Card Suite: H, Sample Number: 36 Card Name: K, Card Suite: H, Sample Number: 32 Card Name: K, Card Suite: H, Sample Number: 30 Card Name: K, Card Suite: H, Sample Number: 26 Card Name: K, Card Suite: H, Sample Number: 27 Card Name: K, Card Suite: H, Sample Number: 31 Card Name: K, Card Suite: H, Sample Number: 37 Card Name: K, Card Suite: H, Sample Number: 25 Card Name: K, Card Suite: H, Sample Number: 28 Card Name: K, Card Suite: H, Sample Number: 21 Card Name: K, Card Suite: H, Sample Number: 34 Card Name: K, Card Suite: H, Sample Number: 20 Card Name: K, Card Suite: H, Sample Number: 23 Card Name: K, Card Suite: H, Sample Number: 39 Card Name: K, Card Suite: H, Sample Number: 24 Card Name: K, Card Suite: H, Sample Number: 16 Card Name: K, Card Suite: H, Sample Number: 45 Card Name: K, Card Suite: H, Sample Number: 9 Card Name: K, Card Suite: S, Sample Number: 12 Card Name: K, Card Suite: H, Sample Number: 51 Card Name: K, Card Suite: S, Sample Number: 10 Card Name: K, Card Suite: H, Sample Number: 4 Card Name: K, Card Suite: H, Sample Number: 46 Card Name: K, Card Suite: H, Sample Number: 42 Card Name: K, Card Suite: H, Sample Number: 43 Card Name: K, Card Suite: H, Sample Number: 48 Card Name: K, Card Suite: H, Sample Number: 5 Card Name: K, Card Suite: H, Sample Number: 44 Card Name: K, Card Suite: S, Sample Number: 1 Card Name: K, Card Suite: H, Sample Number: 49 Card Name: K, Card Suite: H, Sample Number: 6 Card Name: K, Card Suite: H, Sample Number: 7 Card Name: K, Card Suite: H, Sample Number: 40 Card Name: K, Card Suite: S, Sample Number: 0 Card Name: K, Card Suite: H, Sample Number: 8 Card Name: K, Card Suite: H, Sample Number: 50 Card Name: K, Card Suite: H, Sample Number: 47 Card Name: K, Card Suite: S, Sample Number: 11 Card Name: K, Card Suite: H, Sample Number: 41 Card Name: K, Card Suite: S, Sample Number: 18 Card Name: K, Card Suite: S, Sample Number: 33 Card Name: K, Card Suite: S, Sample Number: 30 Card Name: K, Card Suite: S, Sample Number: 17 Card Name: K, Card Suite: S, Sample Number: 19 Card Name: K, Card Suite: S, Sample Number: 14 Card Name: K, Card Suite: S, Sample Number: 21 Card Name: K, Card Suite: S, Sample Number: 15 Card Name: K, Card Suite: S, Sample Number: 36 Card Name: K, Card Suite: S, Sample Number: 34 Card Name: K, Card Suite: S, Sample Number: 13 Card Name: K, Card Suite: S, Sample Number: 35 Card Name: K, Card Suite: S, Sample Number: 28 Card Name: K, Card Suite: S, Sample Number: 29 Card Name: K, Card Suite: S, Sample Number: 31 Card Name: K, Card Suite: S, Sample Number: 2 Card Name: K, Card Suite: S, Sample Number: 16 Card Name: K, Card Suite: S, Sample Number: 3 Card Name: K, Card Suite: S, Sample Number: 24 Card Name: K, Card Suite: S, Sample Number: 22 Card Name: K, Card Suite: S, Sample Number: 25 Card Name: K, Card Suite: S, Sample Number: 23 Card Name: K, Card Suite: S, Sample Number: 20 Card Name: K, Card Suite: S, Sample Number: 27 Card Name: K, Card Suite: S, Sample Number: 32 Card Name: K, Card Suite: S, Sample Number: 26 Card Name: K, Card Suite: S, Sample Number: 39 Card Name: K, Card Suite: S, Sample Number: 37 Card Name: Q, Card Suite: C, Sample Number: 0 Card Name: K, Card Suite: S, Sample Number: 49 Card Name: Q, Card Suite: C, Sample Number: 1 Card Name: K, Card Suite: S, Sample Number: 42 Card Name: K, Card Suite: S, Sample Number: 41 Card Name: K, Card Suite: S, Sample Number: 5 Card Name: K, Card Suite: S, Sample Number: 7 Card Name: K, Card Suite: S, Sample Number: 4 Card Name: K, Card Suite: S, Sample Number: 8 Card Name: K, Card Suite: S, Sample Number: 45 Card Name: K, Card Suite: S, Sample Number: 38 Card Name: K, Card Suite: S, Sample Number: 48 Card Name: K, Card Suite: S, Sample Number: 51 Card Name: Q, Card Suite: C, Sample Number: 11 Card Name: Q, Card Suite: C, Sample Number: 10 Card Name: K, Card Suite: S, Sample Number: 9 Card Name: K, Card Suite: S, Sample Number: 46 Card Name: K, Card Suite: S, Sample Number: 47 Card Name: K, Card Suite: S, Sample Number: 6 Card Name: K, Card Suite: S, Sample Number: 43 Card Name: K, Card Suite: S, Sample Number: 40 Card Name: K, Card Suite: S, Sample Number: 50 Card Name: K, Card Suite: S, Sample Number: 44 Card Name: Q, Card Suite: C, Sample Number: 13 Card Name: Q, Card Suite: C, Sample Number: 14 Card Name: Q, Card Suite: C, Sample Number: 20 Card Name: Q, Card Suite: C, Sample Number: 15 Card Name: Q, Card Suite: C, Sample Number: 33 Card Name: Q, Card Suite: C, Sample Number: 34 Card Name: Q, Card Suite: C, Sample Number: 3 Card Name: Q, Card Suite: C, Sample Number: 22 Card Name: Q, Card Suite: C, Sample Number: 2 Card Name: Q, Card Suite: C, Sample Number: 29 Card Name: Q, Card Suite: C, Sample Number: 24 Card Name: Q, Card Suite: C, Sample Number: 16 Card Name: Q, Card Suite: C, Sample Number: 31 Card Name: Q, Card Suite: C, Sample Number: 17 Card Name: Q, Card Suite: C, Sample Number: 30 Card Name: Q, Card Suite: C, Sample Number: 32 Card Name: Q, Card Suite: C, Sample Number: 21 Card Name: Q, Card Suite: C, Sample Number: 19 Card Name: Q, Card Suite: C, Sample Number: 25 Card Name: Q, Card Suite: C, Sample Number: 27 Card Name: Q, Card Suite: C, Sample Number: 18 Card Name: Q, Card Suite: C, Sample Number: 12 Card Name: Q, Card Suite: C, Sample Number: 26 Card Name: Q, Card Suite: C, Sample Number: 28 Card Name: Q, Card Suite: C, Sample Number: 23 Card Name: Q, Card Suite: C, Sample Number: 6 Card Name: Q, Card Suite: C, Sample Number: 5 Card Name: Q, Card Suite: C, Sample Number: 4 Card Name: Q, Card Suite: C, Sample Number: 46 Card Name: Q, Card Suite: C, Sample Number: 43 Card Name: Q, Card Suite: C, Sample Number: 9 Card Name: Q, Card Suite: C, Sample Number: 36 Card Name: Q, Card Suite: C, Sample Number: 7 Card Name: Q, Card Suite: C, Sample Number: 40 Card Name: Q, Card Suite: C, Sample Number: 8 Card Name: Q, Card Suite: C, Sample Number: 51 Card Name: Q, Card Suite: D, Sample Number: 0 Card Name: Q, Card Suite: C, Sample Number: 38 Card Name: Q, Card Suite: C, Sample Number: 45 Card Name: Q, Card Suite: C, Sample Number: 35 Card Name: Q, Card Suite: C, Sample Number: 48 Card Name: Q, Card Suite: C, Sample Number: 37 Card Name: Q, Card Suite: C, Sample Number: 42 Card Name: Q, Card Suite: C, Sample Number: 39 Card Name: Q, Card Suite: C, Sample Number: 49 Card Name: Q, Card Suite: C, Sample Number: 50 Card Name: Q, Card Suite: C, Sample Number: 47 Card Name: Q, Card Suite: C, Sample Number: 44 Card Name: Q, Card Suite: C, Sample Number: 41 Card Name: Q, Card Suite: D, Sample Number: 25 Card Name: Q, Card Suite: D, Sample Number: 22 Card Name: Q, Card Suite: D, Sample Number: 3 Card Name: Q, Card Suite: D, Sample Number: 18 Card Name: Q, Card Suite: D, Sample Number: 33 Card Name: Q, Card Suite: D, Sample Number: 12 Card Name: Q, Card Suite: D, Sample Number: 24 Card Name: Q, Card Suite: D, Sample Number: 16 Card Name: Q, Card Suite: D, Sample Number: 30 Card Name: Q, Card Suite: D, Sample Number: 11 Card Name: Q, Card Suite: D, Sample Number: 23 Card Name: Q, Card Suite: D, Sample Number: 19 Card Name: Q, Card Suite: D, Sample Number: 2 Card Name: Q, Card Suite: D, Sample Number: 31 Card Name: Q, Card Suite: D, Sample Number: 20 Card Name: Q, Card Suite: D, Sample Number: 15 Card Name: Q, Card Suite: D, Sample Number: 17 Card Name: Q, Card Suite: D, Sample Number: 13 Card Name: Q, Card Suite: D, Sample Number: 34 Card Name: Q, Card Suite: D, Sample Number: 27 Card Name: Q, Card Suite: D, Sample Number: 29 Card Name: Q, Card Suite: D, Sample Number: 1 Card Name: Q, Card Suite: D, Sample Number: 10 Card Name: Q, Card Suite: D, Sample Number: 14 Card Name: Q, Card Suite: D, Sample Number: 26 Card Name: Q, Card Suite: D, Sample Number: 32 Card Name: Q, Card Suite: D, Sample Number: 21 Card Name: Q, Card Suite: D, Sample Number: 28 Card Name: Q, Card Suite: D, Sample Number: 37 Card Name: Q, Card Suite: H, Sample Number: 0 Card Name: Q, Card Suite: D, Sample Number: 38 Card Name: Q, Card Suite: D, Sample Number: 47 Card Name: Q, Card Suite: D, Sample Number: 51 Card Name: Q, Card Suite: D, Sample Number: 4 Card Name: Q, Card Suite: H, Sample Number: 1 Card Name: Q, Card Suite: D, Sample Number: 39 Card Name: Q, Card Suite: D, Sample Number: 49 Card Name: Q, Card Suite: D, Sample Number: 36 Card Name: Q, Card Suite: D, Sample Number: 8 Card Name: Q, Card Suite: D, Sample Number: 40 Card Name: Q, Card Suite: D, Sample Number: 41 Card Name: Q, Card Suite: D, Sample Number: 48 Card Name: Q, Card Suite: D, Sample Number: 50 Card Name: Q, Card Suite: D, Sample Number: 7 Card Name: Q, Card Suite: D, Sample Number: 45 Card Name: Q, Card Suite: D, Sample Number: 5 Card Name: Q, Card Suite: D, Sample Number: 46 Card Name: Q, Card Suite: D, Sample Number: 9 Card Name: Q, Card Suite: D, Sample Number: 35 Card Name: Q, Card Suite: D, Sample Number: 43 Card Name: Q, Card Suite: D, Sample Number: 44 Card Name: Q, Card Suite: D, Sample Number: 42 Card Name: Q, Card Suite: D, Sample Number: 6 Card Name: Q, Card Suite: H, Sample Number: 11 Card Name: Q, Card Suite: H, Sample Number: 10 Card Name: Q, Card Suite: H, Sample Number: 32 Card Name: Q, Card Suite: H, Sample Number: 2 Card Name: Q, Card Suite: H, Sample Number: 26 Card Name: Q, Card Suite: H, Sample Number: 14 Card Name: Q, Card Suite: H, Sample Number: 21 Card Name: Q, Card Suite: H, Sample Number: 16 Card Name: Q, Card Suite: H, Sample Number: 19 Card Name: Q, Card Suite: H, Sample Number: 28 Card Name: Q, Card Suite: H, Sample Number: 22 Card Name: Q, Card Suite: H, Sample Number: 35 Card Name: Q, Card Suite: H, Sample Number: 37 Card Name: Q, Card Suite: H, Sample Number: 30 Card Name: Q, Card Suite: H, Sample Number: 20 Card Name: Q, Card Suite: H, Sample Number: 27 Card Name: Q, Card Suite: H, Sample Number: 23 Card Name: Q, Card Suite: H, Sample Number: 12 Card Name: Q, Card Suite: H, Sample Number: 29 Card Name: Q, Card Suite: H, Sample Number: 15 Card Name: Q, Card Suite: H, Sample Number: 18 Card Name: Q, Card Suite: H, Sample Number: 33 Card Name: Q, Card Suite: H, Sample Number: 25 Card Name: Q, Card Suite: H, Sample Number: 31 Card Name: Q, Card Suite: H, Sample Number: 24 Card Name: Q, Card Suite: H, Sample Number: 3 Card Name: Q, Card Suite: H, Sample Number: 36 Card Name: Q, Card Suite: H, Sample Number: 17 Card Name: Q, Card Suite: H, Sample Number: 34 Card Name: Q, Card Suite: H, Sample Number: 13 Card Name: Q, Card Suite: H, Sample Number: 49 Card Name: Q, Card Suite: H, Sample Number: 48 Card Name: Q, Card Suite: H, Sample Number: 41 Card Name: Q, Card Suite: S, Sample Number: 12 Card Name: Q, Card Suite: H, Sample Number: 50 Card Name: Q, Card Suite: S, Sample Number: 11 Card Name: Q, Card Suite: H, Sample Number: 5 Card Name: Q, Card Suite: H, Sample Number: 40 Card Name: Q, Card Suite: H, Sample Number: 47 Card Name: Q, Card Suite: H, Sample Number: 6 Card Name: Q, Card Suite: S, Sample Number: 1 Card Name: Q, Card Suite: H, Sample Number: 43 Card Name: Q, Card Suite: H, Sample Number: 42 Card Name: Q, Card Suite: H, Sample Number: 9 Card Name: Q, Card Suite: S, Sample Number: 0 Card Name: Q, Card Suite: H, Sample Number: 4 Card Name: Q, Card Suite: H, Sample Number: 45 Card Name: Q, Card Suite: H, Sample Number: 39 Card Name: Q, Card Suite: H, Sample Number: 46 Card Name: Q, Card Suite: H, Sample Number: 8 Card Name: Q, Card Suite: S, Sample Number: 13 Card Name: Q, Card Suite: H, Sample Number: 44 Card Name: Q, Card Suite: H, Sample Number: 38 Card Name: Q, Card Suite: H, Sample Number: 7 Card Name: Q, Card Suite: S, Sample Number: 10 Card Name: Q, Card Suite: S, Sample Number: 38 Card Name: Q, Card Suite: S, Sample Number: 32 Card Name: Q, Card Suite: S, Sample Number: 3 Card Name: Q, Card Suite: S, Sample Number: 20 Card Name: Q, Card Suite: S, Sample Number: 24 Card Name: Q, Card Suite: S, Sample Number: 37 Card Name: Q, Card Suite: S, Sample Number: 17 Card Name: Q, Card Suite: S, Sample Number: 26 Card Name: Q, Card Suite: S, Sample Number: 2 Card Name: Q, Card Suite: S, Sample Number: 35 Card Name: Q, Card Suite: S, Sample Number: 36 Card Name: Q, Card Suite: S, Sample Number: 29 Card Name: Q, Card Suite: S, Sample Number: 23 Card Name: Q, Card Suite: S, Sample Number: 28 Card Name: Q, Card Suite: S, Sample Number: 30 Card Name: Q, Card Suite: S, Sample Number: 31 Card Name: Q, Card Suite: S, Sample Number: 25 Card Name: Q, Card Suite: S, Sample Number: 22 Card Name: Q, Card Suite: S, Sample Number: 14 Card Name: Q, Card Suite: S, Sample Number: 33 Card Name: Q, Card Suite: S, Sample Number: 15 Card Name: Q, Card Suite: S, Sample Number: 34 Card Name: Q, Card Suite: S, Sample Number: 27 Card Name: Q, Card Suite: S, Sample Number: 18 Card Name: Q, Card Suite: S, Sample Number: 16 Card Name: Q, Card Suite: S, Sample Number: 21 Card Name: Q, Card Suite: S, Sample Number: 19 Card Name: Q, Card Suite: S, Sample Number: 39 Card Name: Q, Card Suite: S, Sample Number: 5 Card Name: Q, Card Suite: S, Sample Number: 9 Card Name: Q, Card Suite: S, Sample Number: 41 Card Name: Q, Card Suite: S, Sample Number: 6 Card Name: Q, Card Suite: S, Sample Number: 44 Card Name: Q, Card Suite: S, Sample Number: 43 Card Name: Q, Card Suite: S, Sample Number: 49 Card Name: Q, Card Suite: S, Sample Number: 51 Card Name: Q, Card Suite: S, Sample Number: 48 Card Name: Q, Card Suite: S, Sample Number: 8 Card Name: Q, Card Suite: S, Sample Number: 42 Card Name: Q, Card Suite: S, Sample Number: 4 Card Name: Q, Card Suite: S, Sample Number: 40 Card Name: Q, Card Suite: S, Sample Number: 45 Card Name: Q, Card Suite: S, Sample Number: 46 Card Name: Q, Card Suite: S, Sample Number: 50 Card Name: Q, Card Suite: S, Sample Number: 47 Card Name: Q, Card Suite: S, Sample Number: 7 Card Name: J, Card Suite: C, Sample Number: 19 Card Name: 4, Card Suite: H, Sample Number: 35 Card Name: 4, Card Suite: H, Sample Number: 17 Card Name: 4, Card Suite: H, Sample Number: 29 Card Name: 4, Card Suite: H, Sample Number: 40 Card Name: 4, Card Suite: H, Sample Number: 14 Card Name: 4, Card Suite: H, Sample Number: 23 Card Name: 4, Card Suite: H, Sample Number: 34 Card Name: 4, Card Suite: H, Sample Number: 31 Card Name: 4, Card Suite: H, Sample Number: 38 Card Name: 4, Card Suite: H, Sample Number: 33 Card Name: 4, Card Suite: H, Sample Number: 4 Card Name: 4, Card Suite: H, Sample Number: 11 Card Name: 4, Card Suite: H, Sample Number: 15 Card Name: 4, Card Suite: H, Sample Number: 39 Card Name: 4, Card Suite: H, Sample Number: 41 Card Name: 4, Card Suite: H, Sample Number: 27 Card Name: 4, Card Suite: H, Sample Number: 9 Card Name: 4, Card Suite: S, Sample Number: 21 Card Name: 4, Card Suite: S, Sample Number: 17 Card Name: 4, Card Suite: S, Sample Number: 24 Card Name: 4, Card Suite: S, Sample Number: 25 Card Name: 4, Card Suite: S, Sample Number: 15 Card Name: 4, Card Suite: H, Sample Number: 47 Card Name: 4, Card Suite: H, Sample Number: 49 Card Name: 4, Card Suite: H, Sample Number: 46 Card Name: 4, Card Suite: S, Sample Number: 19 Card Name: 4, Card Suite: H, Sample Number: 45 Card Name: 4, Card Suite: S, Sample Number: 18 Card Name: 4, Card Suite: H, Sample Number: 51 Card Name: 4, Card Suite: S, Sample Number: 22 Card Name: 4, Card Suite: H, Sample Number: 48 Card Name: 4, Card Suite: S, Sample Number: 2 Card Name: 4, Card Suite: S, Sample Number: 13 Card Name: 4, Card Suite: S, Sample Number: 20 Card Name: 4, Card Suite: H, Sample Number: 8 Card Name: 4, Card Suite: S, Sample Number: 27 Card Name: 4, Card Suite: S, Sample Number: 23 Card Name: 4, Card Suite: H, Sample Number: 5 Card Name: 4, Card Suite: H, Sample Number: 6 Card Name: 4, Card Suite: H, Sample Number: 50 Card Name: 4, Card Suite: S, Sample Number: 1 Card Name: 4, Card Suite: S, Sample Number: 12 Card Name: 4, Card Suite: S, Sample Number: 10 Card Name: 4, Card Suite: H, Sample Number: 7 Card Name: 4, Card Suite: S, Sample Number: 26 Card Name: 4, Card Suite: H, Sample Number: 44 Card Name: 4, Card Suite: H, Sample Number: 43 Card Name: 4, Card Suite: S, Sample Number: 11 Card Name: 4, Card Suite: S, Sample Number: 0 Card Name: 4, Card Suite: S, Sample Number: 14 Card Name: 4, Card Suite: S, Sample Number: 16 Card Name: 4, Card Suite: S, Sample Number: 28 Card Name: 4, Card Suite: S, Sample Number: 40 Card Name: 4, Card Suite: S, Sample Number: 9 Card Name: 4, Card Suite: S, Sample Number: 33 Card Name: 4, Card Suite: S, Sample Number: 43 Card Name: 4, Card Suite: S, Sample Number: 3 Card Name: 4, Card Suite: S, Sample Number: 29 Card Name: 4, Card Suite: S, Sample Number: 35 Card Name: 4, Card Suite: S, Sample Number: 38 Card Name: 4, Card Suite: S, Sample Number: 7 Card Name: 4, Card Suite: S, Sample Number: 45 Card Name: 4, Card Suite: S, Sample Number: 8 Card Name: 4, Card Suite: S, Sample Number: 41 Card Name: 4, Card Suite: S, Sample Number: 32 Card Name: 4, Card Suite: S, Sample Number: 34 Card Name: 4, Card Suite: S, Sample Number: 49 Card Name: 4, Card Suite: S, Sample Number: 5 Card Name: 4, Card Suite: S, Sample Number: 39 Card Name: 4, Card Suite: S, Sample Number: 31 Card Name: 4, Card Suite: S, Sample Number: 36 Card Name: 4, Card Suite: S, Sample Number: 4 Card Name: 4, Card Suite: S, Sample Number: 44 Card Name: 4, Card Suite: S, Sample Number: 6 Card Name: 4, Card Suite: S, Sample Number: 47 Card Name: 4, Card Suite: S, Sample Number: 48 Card Name: 4, Card Suite: S, Sample Number: 42 Card Name: 4, Card Suite: S, Sample Number: 46 Card Name: 5, Card Suite: C, Sample Number: 0 Card Name: 5, Card Suite: C, Sample Number: 1 Card Name: 4, Card Suite: S, Sample Number: 37 Card Name: 5, Card Suite: C, Sample Number: 10 Card Name: 4, Card Suite: S, Sample Number: 30 Card Name: 4, Card Suite: S, Sample Number: 50 Card Name: 5, Card Suite: C, Sample Number: 12 Card Name: 5, Card Suite: C, Sample Number: 22 Card Name: 5, Card Suite: C, Sample Number: 19 Card Name: 5, Card Suite: C, Sample Number: 13 Card Name: 5, Card Suite: C, Sample Number: 20 Card Name: 5, Card Suite: C, Sample Number: 31 Card Name: 5, Card Suite: C, Sample Number: 3 Card Name: 5, Card Suite: C, Sample Number: 21 Card Name: 5, Card Suite: C, Sample Number: 17 Card Name: 5, Card Suite: C, Sample Number: 23 Card Name: 5, Card Suite: C, Sample Number: 28 Card Name: 5, Card Suite: C, Sample Number: 2 Card Name: 5, Card Suite: C, Sample Number: 29 Card Name: 5, Card Suite: C, Sample Number: 16 Card Name: 5, Card Suite: C, Sample Number: 30 Card Name: 5, Card Suite: C, Sample Number: 32 Card Name: 5, Card Suite: C, Sample Number: 14 Card Name: 5, Card Suite: C, Sample Number: 26 Card Name: 5, Card Suite: C, Sample Number: 18 Card Name: 5, Card Suite: C, Sample Number: 27 Card Name: 5, Card Suite: C, Sample Number: 11 Card Name: 5, Card Suite: C, Sample Number: 33 Card Name: 5, Card Suite: C, Sample Number: 25 Card Name: 5, Card Suite: C, Sample Number: 15 Card Name: 5, Card Suite: C, Sample Number: 24 Card Name: 5, Card Suite: C, Sample Number: 37 Card Name: 5, Card Suite: C, Sample Number: 48 Card Name: 5, Card Suite: C, Sample Number: 34 Card Name: 5, Card Suite: C, Sample Number: 41 Card Name: 5, Card Suite: C, Sample Number: 40 Card Name: 5, Card Suite: C, Sample Number: 47 Card Name: 5, Card Suite: C, Sample Number: 38 Card Name: 5, Card Suite: C, Sample Number: 43 Card Name: 5, Card Suite: C, Sample Number: 9 Card Name: 5, Card Suite: C, Sample Number: 44 Card Name: 5, Card Suite: C, Sample Number: 35 Card Name: 5, Card Suite: C, Sample Number: 51 Card Name: 5, Card Suite: C, Sample Number: 45 Card Name: 5, Card Suite: C, Sample Number: 4 Card Name: 5, Card Suite: C, Sample Number: 7 Card Name: 5, Card Suite: D, Sample Number: 0 Card Name: 5, Card Suite: C, Sample Number: 5 Card Name: 5, Card Suite: C, Sample Number: 49 Card Name: 5, Card Suite: C, Sample Number: 46 Card Name: 5, Card Suite: C, Sample Number: 36 Card Name: 5, Card Suite: C, Sample Number: 42 Card Name: 5, Card Suite: C, Sample Number: 39 Card Name: 5, Card Suite: C, Sample Number: 6 Card Name: 5, Card Suite: C, Sample Number: 8 Card Name: 5, Card Suite: C, Sample Number: 50 Card Name: 5, Card Suite: D, Sample Number: 17 Card Name: 5, Card Suite: D, Sample Number: 35 Card Name: 5, Card Suite: D, Sample Number: 34 Card Name: 5, Card Suite: D, Sample Number: 30 Card Name: 5, Card Suite: D, Sample Number: 32 Card Name: 5, Card Suite: D, Sample Number: 15 Card Name: 5, Card Suite: D, Sample Number: 3 Card Name: 5, Card Suite: D, Sample Number: 38 Card Name: 5, Card Suite: D, Sample Number: 37 Card Name: 5, Card Suite: D, Sample Number: 1 Card Name: 5, Card Suite: D, Sample Number: 33 Card Name: 5, Card Suite: D, Sample Number: 21 Card Name: 5, Card Suite: D, Sample Number: 25 Card Name: 5, Card Suite: D, Sample Number: 29 Card Name: 5, Card Suite: D, Sample Number: 20 Card Name: 5, Card Suite: D, Sample Number: 19 Card Name: 5, Card Suite: D, Sample Number: 23 Card Name: 5, Card Suite: D, Sample Number: 39 Card Name: 5, Card Suite: D, Sample Number: 22 Card Name: 5, Card Suite: D, Sample Number: 27 Card Name: 5, Card Suite: D, Sample Number: 24 Card Name: 5, Card Suite: D, Sample Number: 13 Card Name: 5, Card Suite: D, Sample Number: 2 Card Name: 5, Card Suite: D, Sample Number: 31 Card Name: 5, Card Suite: D, Sample Number: 28 Card Name: 5, Card Suite: D, Sample Number: 26 Card Name: 5, Card Suite: D, Sample Number: 16 Card Name: 5, Card Suite: D, Sample Number: 12 Card Name: 5, Card Suite: D, Sample Number: 10 Card Name: 5, Card Suite: D, Sample Number: 14 Card Name: 5, Card Suite: D, Sample Number: 11 Card Name: 5, Card Suite: D, Sample Number: 18 Card Name: 5, Card Suite: D, Sample Number: 36 Card Name: 5, Card Suite: H, Sample Number: 12 Card Name: 5, Card Suite: D, Sample Number: 40 Card Name: 5, Card Suite: D, Sample Number: 5 Card Name: 5, Card Suite: D, Sample Number: 6 Card Name: 5, Card Suite: H, Sample Number: 14 Card Name: 5, Card Suite: D, Sample Number: 50 Card Name: 5, Card Suite: D, Sample Number: 45 Card Name: 5, Card Suite: H, Sample Number: 10 Card Name: 5, Card Suite: H, Sample Number: 2 Card Name: 5, Card Suite: D, Sample Number: 4 Card Name: 5, Card Suite: H, Sample Number: 13 Card Name: 5, Card Suite: H, Sample Number: 19 Card Name: 5, Card Suite: D, Sample Number: 43 Card Name: 5, Card Suite: H, Sample Number: 16 Card Name: 5, Card Suite: D, Sample Number: 49 Card Name: 5, Card Suite: D, Sample Number: 48 Card Name: 5, Card Suite: D, Sample Number: 47 Card Name: 5, Card Suite: D, Sample Number: 9 Card Name: 5, Card Suite: D, Sample Number: 41 Card Name: 5, Card Suite: H, Sample Number: 18 Card Name: 5, Card Suite: H, Sample Number: 1 Card Name: 5, Card Suite: H, Sample Number: 15 Card Name: 5, Card Suite: H, Sample Number: 0 Card Name: 5, Card Suite: D, Sample Number: 46 Card Name: 5, Card Suite: D, Sample Number: 51 Card Name: 5, Card Suite: D, Sample Number: 42 Card Name: 5, Card Suite: H, Sample Number: 11 Card Name: 5, Card Suite: H, Sample Number: 17 Card Name: 5, Card Suite: D, Sample Number: 8 Card Name: 5, Card Suite: D, Sample Number: 44 Card Name: 5, Card Suite: D, Sample Number: 7 Card Name: 5, Card Suite: H, Sample Number: 42 Card Name: 5, Card Suite: H, Sample Number: 25 Card Name: 5, Card Suite: H, Sample Number: 36 Card Name: 5, Card Suite: H, Sample Number: 30 Card Name: 5, Card Suite: H, Sample Number: 46 Card Name: 5, Card Suite: H, Sample Number: 44 Card Name: 5, Card Suite: H, Sample Number: 47 Card Name: 5, Card Suite: H, Sample Number: 4 Card Name: 5, Card Suite: H, Sample Number: 48 Card Name: 5, Card Suite: H, Sample Number: 49 Card Name: 5, Card Suite: H, Sample Number: 27 Card Name: 5, Card Suite: H, Sample Number: 24 Card Name: 5, Card Suite: H, Sample Number: 37 Card Name: 5, Card Suite: H, Sample Number: 28 Card Name: 5, Card Suite: H, Sample Number: 22 Card Name: 5, Card Suite: H, Sample Number: 31 Card Name: 5, Card Suite: H, Sample Number: 23 Card Name: 5, Card Suite: H, Sample Number: 32 Card Name: 5, Card Suite: H, Sample Number: 20 Card Name: 5, Card Suite: H, Sample Number: 45 Card Name: 5, Card Suite: H, Sample Number: 43 Card Name: 5, Card Suite: H, Sample Number: 50 Card Name: 5, Card Suite: H, Sample Number: 5 Card Name: 5, Card Suite: H, Sample Number: 35 Card Name: 5, Card Suite: H, Sample Number: 39 Card Name: 5, Card Suite: H, Sample Number: 3 Card Name: 5, Card Suite: H, Sample Number: 21 Card Name: 5, Card Suite: H, Sample Number: 26 Card Name: 5, Card Suite: H, Sample Number: 29 Card Name: 5, Card Suite: H, Sample Number: 38 Card Name: 5, Card Suite: H, Sample Number: 33 Card Name: 5, Card Suite: H, Sample Number: 34 Card Name: 5, Card Suite: H, Sample Number: 41 Card Name: 5, Card Suite: H, Sample Number: 40 Card Name: 5, Card Suite: H, Sample Number: 7 Card Name: 5, Card Suite: S, Sample Number: 25 Card Name: 5, Card Suite: S, Sample Number: 2 Card Name: 5, Card Suite: S, Sample Number: 20 Card Name: 5, Card Suite: S, Sample Number: 26 Card Name: 5, Card Suite: H, Sample Number: 6 Card Name: 5, Card Suite: S, Sample Number: 31 Card Name: 5, Card Suite: S, Sample Number: 17 Card Name: 5, Card Suite: S, Sample Number: 16 Card Name: 5, Card Suite: S, Sample Number: 30 Card Name: 5, Card Suite: H, Sample Number: 9 Card Name: 5, Card Suite: S, Sample Number: 22 Card Name: 5, Card Suite: S, Sample Number: 35 Card Name: 5, Card Suite: S, Sample Number: 33 Card Name: 5, Card Suite: S, Sample Number: 28 Card Name: 5, Card Suite: S, Sample Number: 0 Card Name: 5, Card Suite: S, Sample Number: 29 Card Name: 5, Card Suite: S, Sample Number: 1 Card Name: 5, Card Suite: S, Sample Number: 27 Card Name: 5, Card Suite: S, Sample Number: 32 Card Name: 5, Card Suite: S, Sample Number: 11 Card Name: 5, Card Suite: S, Sample Number: 10 Card Name: 5, Card Suite: S, Sample Number: 34 Card Name: 5, Card Suite: H, Sample Number: 51 Card Name: 5, Card Suite: H, Sample Number: 8 Card Name: 5, Card Suite: S, Sample Number: 13 Card Name: 5, Card Suite: S, Sample Number: 14 Card Name: 5, Card Suite: S, Sample Number: 12 Card Name: 5, Card Suite: S, Sample Number: 24 Card Name: 5, Card Suite: S, Sample Number: 15 Card Name: 5, Card Suite: S, Sample Number: 19 Card Name: 5, Card Suite: S, Sample Number: 21 Card Name: 5, Card Suite: S, Sample Number: 18 Card Name: 5, Card Suite: S, Sample Number: 23 Card Name: 5, Card Suite: S, Sample Number: 3 Card Name: 6, Card Suite: C, Sample Number: 0 Card Name: 5, Card Suite: S, Sample Number: 37 Card Name: 5, Card Suite: S, Sample Number: 44 Card Name: 6, Card Suite: C, Sample Number: 10 Card Name: 5, Card Suite: S, Sample Number: 43 Card Name: 5, Card Suite: S, Sample Number: 42 Card Name: 5, Card Suite: S, Sample Number: 5 Card Name: 5, Card Suite: S, Sample Number: 40 Card Name: 5, Card Suite: S, Sample Number: 39 Card Name: 5, Card Suite: S, Sample Number: 45 Card Name: 5, Card Suite: S, Sample Number: 46 Card Name: 6, Card Suite: C, Sample Number: 14 Card Name: 6, Card Suite: C, Sample Number: 11 Card Name: 5, Card Suite: S, Sample Number: 4 Card Name: 5, Card Suite: S, Sample Number: 49 Card Name: 5, Card Suite: S, Sample Number: 50 Card Name: 6, Card Suite: C, Sample Number: 13 Card Name: 6, Card Suite: C, Sample Number: 12 Card Name: 5, Card Suite: S, Sample Number: 47 Card Name: 5, Card Suite: S, Sample Number: 7 Card Name: 5, Card Suite: S, Sample Number: 9 Card Name: 5, Card Suite: S, Sample Number: 36 Card Name: 5, Card Suite: S, Sample Number: 38 Card Name: 6, Card Suite: C, Sample Number: 15 Card Name: 6, Card Suite: C, Sample Number: 16 Card Name: 5, Card Suite: S, Sample Number: 8 Card Name: 5, Card Suite: S, Sample Number: 41 Card Name: 5, Card Suite: S, Sample Number: 6 Card Name: 6, Card Suite: C, Sample Number: 1 Card Name: 5, Card Suite: S, Sample Number: 48 Card Name: 6, Card Suite: C, Sample Number: 2 Card Name: 6, Card Suite: C, Sample Number: 26 Card Name: 6, Card Suite: C, Sample Number: 38 Card Name: 6, Card Suite: C, Sample Number: 33 Card Name: 6, Card Suite: C, Sample Number: 20 Card Name: 6, Card Suite: C, Sample Number: 3 Card Name: 6, Card Suite: C, Sample Number: 32 Card Name: 6, Card Suite: C, Sample Number: 36 Card Name: 6, Card Suite: C, Sample Number: 35 Card Name: 6, Card Suite: C, Sample Number: 21 Card Name: 6, Card Suite: C, Sample Number: 30 Card Name: 6, Card Suite: C, Sample Number: 17 Card Name: 6, Card Suite: C, Sample Number: 23 Card Name: 6, Card Suite: C, Sample Number: 28 Card Name: 6, Card Suite: C, Sample Number: 24 Card Name: 6, Card Suite: C, Sample Number: 19 Card Name: 6, Card Suite: C, Sample Number: 31 Card Name: 6, Card Suite: C, Sample Number: 27 Card Name: 6, Card Suite: C, Sample Number: 37 Card Name: 6, Card Suite: C, Sample Number: 18 Card Name: 6, Card Suite: C, Sample Number: 34 Card Name: 6, Card Suite: C, Sample Number: 29 Card Name: 6, Card Suite: C, Sample Number: 39 Card Name: 6, Card Suite: C, Sample Number: 22 Card Name: 6, Card Suite: C, Sample Number: 25 Card Name: 6, Card Suite: D, Sample Number: 0 Card Name: 6, Card Suite: C, Sample Number: 47 Card Name: 6, Card Suite: C, Sample Number: 46 Card Name: 6, Card Suite: C, Sample Number: 49 Card Name: 6, Card Suite: C, Sample Number: 7 Card Name: 6, Card Suite: D, Sample Number: 11 Card Name: 6, Card Suite: D, Sample Number: 1 Card Name: 6, Card Suite: C, Sample Number: 9 Card Name: 6, Card Suite: C, Sample Number: 41 Card 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Sample Number: 26 Card Name: 6, Card Suite: D, Sample Number: 35 Card Name: 6, Card Suite: D, Sample Number: 39 Card Name: 6, Card Suite: D, Sample Number: 28 Card Name: 6, Card Suite: D, Sample Number: 29 Card Name: 6, Card Suite: D, Sample Number: 16 Card Name: 6, Card Suite: D, Sample Number: 22 Card Name: 6, Card Suite: D, Sample Number: 3 Card Name: 6, Card Suite: D, Sample Number: 5 Card Name: 6, Card Suite: H, Sample Number: 0 Card Name: 6, Card Suite: H, Sample Number: 23 Card Name: 6, Card Suite: D, Sample Number: 46 Card Name: 6, Card Suite: H, Sample Number: 16 Card Name: 6, Card Suite: H, Sample Number: 15 Card Name: 6, Card Suite: D, Sample Number: 7 Card Name: 6, Card Suite: H, Sample Number: 22 Card Name: 6, Card Suite: H, Sample Number: 17 Card Name: 6, Card Suite: H, Sample Number: 20 Card Name: 6, Card Suite: D, Sample Number: 50 Card Name: 6, Card Suite: D, Sample Number: 48 Card Name: 6, Card Suite: D, Sample Number: 9 Card Name: 6, Card Suite: H, Sample Number: 18 Card Name: 6, Card Suite: H, Sample Number: 2 Card Name: 6, Card Suite: H, Sample Number: 19 Card Name: 6, Card Suite: H, Sample Number: 21 Card Name: 6, Card Suite: D, Sample Number: 6 Card Name: 6, Card Suite: H, Sample Number: 14 Card Name: 6, Card Suite: D, Sample Number: 49 Card Name: 6, Card Suite: D, Sample Number: 47 Card Name: 6, Card Suite: H, Sample Number: 12 Card Name: 6, Card Suite: H, Sample Number: 11 Card Name: 6, Card Suite: H, Sample Number: 10 Card Name: 6, Card Suite: H, Sample Number: 13 Card Name: 6, Card Suite: H, Sample Number: 1 Card Name: 6, Card Suite: D, Sample Number: 8 Card Name: 6, Card Suite: D, Sample Number: 51 Card Name: 6, Card Suite: H, Sample Number: 24 Card Name: 6, Card Suite: H, Sample Number: 38 Card Name: 6, Card Suite: H, Sample Number: 26 Card Name: 6, Card Suite: H, Sample Number: 50 Card Name: 6, Card Suite: H, Sample Number: 39 Card Name: 6, Card Suite: H, Sample Number: 4 Card Name: 6, Card Suite: H, Sample Number: 36 Card Name: 6, Card 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Card Name: 7, Card Suite: D, Sample Number: 5 Card Name: 7, Card Suite: D, Sample Number: 45 Card Name: 7, Card Suite: D, Sample Number: 40 Card Name: 7, Card Suite: D, Sample Number: 46 Card Name: 7, Card Suite: D, Sample Number: 39 Card Name: 7, Card Suite: D, Sample Number: 48 Card Name: 7, Card Suite: D, Sample Number: 43 Card Name: 7, Card Suite: D, Sample Number: 4 Card Name: 7, Card Suite: D, Sample Number: 50 Card Name: 7, Card Suite: D, Sample Number: 26 Card Name: 7, Card Suite: D, Sample Number: 36 Card Name: 7, Card Suite: D, Sample Number: 3 Card Name: 7, Card Suite: D, Sample Number: 25 Card Name: 7, Card Suite: D, Sample Number: 23 Card Name: 7, Card Suite: D, Sample Number: 31 Card Name: 7, Card Suite: D, Sample Number: 32 Card Name: 7, Card Suite: D, Sample Number: 29 Card Name: 7, Card Suite: D, Sample Number: 33 Card Name: 7, Card Suite: D, Sample Number: 30 Card Name: 7, Card Suite: D, Sample Number: 24 Card Name: 7, Card Suite: D, Sample Number: 34 Card Name: 7, Card Suite: D, Sample Number: 42 Card Name: 7, Card Suite: D, Sample Number: 47 Card Name: 7, Card Suite: D, Sample Number: 38 Card Name: 7, Card Suite: D, Sample Number: 49 Card Name: 7, Card Suite: D, Sample Number: 28 Card Name: 7, Card Suite: D, Sample Number: 37 Card Name: 7, Card Suite: D, Sample Number: 44 Card Name: 7, Card Suite: D, Sample Number: 35 Card Name: 7, Card Suite: H, Sample Number: 15 Card Name: 7, Card Suite: H, Sample Number: 30 Card Name: 7, Card Suite: H, Sample Number: 10 Card Name: 7, Card Suite: H, Sample Number: 3 Card Name: 7, Card Suite: H, Sample Number: 31 Card Name: 7, Card Suite: H, Sample Number: 27 Card Name: 7, Card Suite: H, Sample Number: 22 Card Name: 7, Card Suite: H, Sample Number: 14 Card Name: 7, Card Suite: H, Sample Number: 11 Card Name: 7, Card Suite: H, Sample Number: 25 Card Name: 7, Card Suite: D, Sample Number: 6 Card Name: 7, Card Suite: H, Sample Number: 29 Card Name: 7, Card Suite: D, Sample Number: 9 Card Name: 7, Card Suite: H, Sample Number: 20 Card Name: 7, Card Suite: H, Sample Number: 2 Card Name: 7, Card Suite: H, Sample Number: 13 Card Name: 7, Card Suite: H, Sample Number: 21 Card Name: 7, Card Suite: H, Sample Number: 1 Card Name: 7, Card Suite: D, Sample Number: 7 Card Name: 7, Card Suite: H, Sample Number: 23 Card Name: 7, Card Suite: H, Sample Number: 17 Card Name: 7, Card Suite: D, Sample Number: 8 Card Name: 7, Card Suite: H, Sample Number: 28 Card Name: 7, Card Suite: H, Sample Number: 18 Card Name: 7, Card Suite: H, Sample Number: 16 Card Name: 7, Card Suite: H, Sample Number: 26 Card Name: 7, Card Suite: H, Sample Number: 19 Card Name: 7, Card Suite: H, Sample Number: 0 Card Name: 7, Card Suite: H, Sample Number: 12 Card Name: 7, Card Suite: H, Sample Number: 24 Card Name: 7, Card Suite: H, Sample Number: 49 Card Name: 7, Card Suite: H, Sample Number: 38 Card Name: 7, Card Suite: H, Sample Number: 33 Card Name: 7, Card Suite: H, Sample Number: 46 Card Name: 7, Card Suite: H, Sample Number: 35 Card Name: 7, Card Suite: S, Sample Number: 10 Card Name: 7, Card Suite: H, Sample Number: 8 Card Name: 7, Card Suite: H, Sample Number: 45 Card Name: 7, Card Suite: H, Sample Number: 47 Card Name: 7, Card Suite: H, Sample Number: 32 Card Name: 7, Card Suite: H, Sample Number: 43 Card Name: 7, Card Suite: H, Sample Number: 37 Card Name: 7, Card Suite: H, Sample Number: 5 Card Name: 7, Card Suite: H, Sample Number: 4 Card Name: 7, Card Suite: H, Sample Number: 50 Card Name: 7, Card Suite: H, Sample Number: 42 Card Name: 7, Card Suite: S, Sample Number: 12 Card Name: 7, Card Suite: H, Sample Number: 41 Card Name: 7, Card Suite: H, Sample Number: 34 Card Name: 7, Card Suite: H, Sample Number: 36 Card Name: 7, Card Suite: S, Sample Number: 1 Card Name: 7, Card Suite: S, Sample Number: 11 Card Name: 7, Card Suite: H, Sample Number: 44 Card Name: 7, Card Suite: S, Sample Number: 0 Card Name: 7, Card Suite: H, Sample Number: 7 Card Name: 7, Card Suite: H, Sample Number: 6 Card Name: 7, Card Suite: H, Sample Number: 39 Card Name: 7, Card Suite: H, Sample Number: 40 Card Name: 7, Card Suite: H, Sample Number: 48 Card Name: 7, Card Suite: H, Sample Number: 9 Card Name: 7, Card Suite: H, Sample Number: 51 Card Name: 7, Card Suite: S, Sample Number: 19 Card Name: 7, Card Suite: S, Sample Number: 13 Card Name: 7, Card Suite: S, Sample Number: 23 Card Name: 7, Card Suite: S, Sample Number: 31 Card Name: 7, Card Suite: S, Sample Number: 4 Card Name: 7, Card Suite: S, Sample Number: 39 Card Name: 7, Card Suite: S, Sample Number: 30 Card Name: 7, Card Suite: S, Sample Number: 33 Card Name: 7, Card Suite: S, Sample Number: 28 Card Name: 7, Card Suite: S, Sample Number: 25 Card Name: 7, Card Suite: S, Sample Number: 36 Card Name: 7, Card Suite: S, Sample Number: 26 Card Name: 7, Card Suite: S, Sample Number: 38 Card Name: 7, Card Suite: S, Sample Number: 18 Card Name: 7, Card Suite: S, Sample Number: 21 Card Name: 7, Card Suite: S, Sample Number: 24 Card Name: 7, Card Suite: S, Sample Number: 29 Card Name: 7, Card Suite: S, Sample Number: 40 Card Name: 7, Card Suite: S, Sample Number: 32 Card Name: 7, Card Suite: S, Sample Number: 22 Card Name: 7, Card Suite: S, Sample Number: 37 Card Name: 7, Card Suite: S, Sample Number: 16 Card Name: 7, Card Suite: S, Sample Number: 34 Card Name: 7, Card Suite: S, Sample Number: 42 Card Name: 7, Card Suite: S, Sample Number: 17 Card Name: 7, Card Suite: S, Sample Number: 41 Card Name: 7, Card Suite: S, Sample Number: 3 Card Name: 7, Card Suite: S, Sample Number: 2 Card Name: 7, Card Suite: S, Sample Number: 14 Card Name: 7, Card Suite: S, Sample Number: 35 Card Name: 7, Card Suite: S, Sample Number: 27 Card Name: 7, Card Suite: S, Sample Number: 20 Card Name: 7, Card Suite: S, Sample Number: 15 Card Name: 7, Card Suite: S, Sample Number: 7 Card Name: 7, Card Suite: S, Sample Number: 46 Card Name: 8, Card Suite: C, Sample Number: 15 Card Name: 7, Card Suite: S, Sample Number: 6 Card Name: 7, Card Suite: S, Sample Number: 49 Card Name: 8, Card Suite: C, Sample Number: 14 Card Name: 7, Card Suite: S, Sample Number: 50 Card Name: 8, Card Suite: C, Sample Number: 18 Card Name: 8, Card Suite: C, Sample Number: 17 Card Name: 7, Card Suite: S, Sample Number: 45 Card Name: 8, Card Suite: C, Sample Number: 16 Card Name: 8, Card Suite: C, Sample Number: 12 Card Name: 7, Card Suite: S, Sample Number: 5 Card Name: 8, Card Suite: C, Sample Number: 0 Card Name: 8, Card Suite: C, Sample Number: 1 Card Name: 7, Card Suite: S, Sample Number: 8 Card Name: 8, Card Suite: C, Sample Number: 21 Card Name: 8, Card Suite: C, Sample Number: 20 Card Name: 8, Card Suite: C, Sample Number: 22 Card Name: 8, Card Suite: C, Sample Number: 13 Card Name: 7, Card Suite: S, Sample Number: 44 Card Name: 7, Card Suite: S, Sample Number: 51 Card Name: 8, Card Suite: C, Sample Number: 2 Card Name: 7, Card Suite: S, Sample Number: 43 Card Name: 8, Card Suite: C, Sample Number: 11 Card Name: 8, Card Suite: C, Sample Number: 10 Card Name: 7, Card Suite: S, Sample Number: 47 Card Name: 8, Card Suite: C, Sample Number: 19 Card Name: 7, Card Suite: S, Sample Number: 48 Card Name: 7, Card Suite: S, Sample Number: 9 Card Name: 8, Card Suite: C, Sample Number: 33 Card Name: 8, Card Suite: C, Sample Number: 37 Card Name: 8, Card Suite: C, Sample Number: 39 Card Name: 8, Card Suite: C, Sample Number: 28 Card Name: 8, Card Suite: C, Sample Number: 25 Card Name: 8, Card Suite: C, Sample Number: 34 Card Name: 8, Card Suite: C, Sample Number: 29 Card Name: 8, Card Suite: C, Sample Number: 31 Card Name: 8, Card Suite: C, Sample Number: 36 Card Name: 8, Card Suite: C, Sample Number: 41 Card Name: 8, Card Suite: C, Sample Number: 45 Card Name: 8, Card Suite: C, Sample Number: 48 Card Name: 8, Card Suite: C, Sample Number: 24 Card Name: 8, Card Suite: C, Sample Number: 23 Card Name: 8, Card Suite: C, Sample Number: 42 Card Name: 8, Card Suite: C, Sample Number: 49 Card Name: 8, Card Suite: C, Sample Number: 44 Card Name: 8, Card Suite: C, Sample Number: 32 Card Name: 8, Card Suite: C, Sample Number: 46 Card Name: 8, Card Suite: C, Sample Number: 26 Card Name: 8, Card Suite: C, Sample Number: 27 Card Name: 8, Card Suite: C, Sample Number: 4 Card Name: 8, Card Suite: C, Sample Number: 35 Card Name: 8, Card Suite: C, Sample Number: 38 Card Name: 8, Card Suite: C, Sample Number: 43 Card Name: 8, Card Suite: C, Sample Number: 30 Card Name: 8, Card Suite: C, Sample Number: 3 Card Name: 8, Card Suite: C, Sample Number: 40 Card Name: 8, Card Suite: C, Sample Number: 47 Card Name: 8, Card Suite: D, Sample Number: 21 Card Name: 8, Card Suite: C, Sample Number: 8 Card Name: 8, Card Suite: D, Sample Number: 16 Card Name: 8, Card Suite: D, Sample Number: 1 Card Name: 8, Card Suite: D, Sample Number: 27 Card Name: 8, Card Suite: D, Sample Number: 10 Card Name: 8, Card Suite: C, Sample Number: 7 Card Name: 8, Card Suite: D, Sample Number: 18 Card Name: 8, Card Suite: C, Sample Number: 50 Card Name: 8, Card Suite: C, Sample Number: 9 Card Name: 8, Card Suite: D, Sample Number: 2 Card Name: 8, Card Suite: C, Sample Number: 6 Card Name: 8, Card Suite: D, Sample Number: 26 Card Name: 8, Card Suite: C, Sample Number: 5 Card Name: 8, Card Suite: D, Sample Number: 22 Card Name: 8, Card Suite: D, Sample Number: 24 Card Name: 8, Card Suite: D, Sample Number: 20 Card Name: 8, Card Suite: D, Sample Number: 23 Card Name: 8, Card Suite: C, Sample Number: 51 Card Name: 8, Card Suite: D, Sample Number: 17 Card Name: 8, Card Suite: D, Sample Number: 15 Card Name: 8, Card Suite: D, Sample Number: 12 Card Name: 8, Card Suite: D, Sample Number: 25 Card Name: 8, Card Suite: D, Sample Number: 14 Card Name: 8, Card Suite: D, Sample Number: 11 Card Name: 8, Card Suite: D, Sample Number: 19 Card Name: 8, Card Suite: D, Sample Number: 0 Card Name: 8, Card Suite: D, Sample Number: 13 Card Name: 8, Card Suite: D, Sample Number: 33 Card Name: 8, Card Suite: D, Sample Number: 43 Card Name: 8, Card Suite: D, Sample Number: 31 Card Name: 8, Card Suite: D, Sample Number: 42 Card Name: 8, Card Suite: D, Sample Number: 29 Card Name: 8, Card Suite: D, Sample Number: 40 Card Name: 8, Card Suite: D, Sample Number: 30 Card Name: 8, Card Suite: D, Sample Number: 38 Card Name: 8, Card Suite: D, Sample Number: 45 Card Name: 8, Card Suite: D, Sample Number: 50 Card Name: 8, Card Suite: D, Sample Number: 7 Card Name: 8, Card Suite: D, Sample Number: 8 Card Name: 8, Card Suite: D, Sample Number: 47 Card Name: 8, Card Suite: D, Sample Number: 28 Card Name: 8, Card Suite: D, Sample Number: 6 Card Name: 8, Card Suite: D, Sample Number: 5 Card Name: 8, Card Suite: D, Sample Number: 34 Card Name: 8, Card Suite: D, Sample Number: 49 Card Name: 8, Card Suite: D, Sample Number: 39 Card Name: 8, Card Suite: D, Sample Number: 4 Card Name: 8, Card Suite: D, Sample Number: 3 Card Name: 8, Card Suite: D, Sample Number: 36 Card Name: 8, Card Suite: D, Sample Number: 37 Card Name: 8, Card Suite: D, Sample Number: 44 Card Name: 8, Card Suite: D, Sample Number: 51 Card Name: 8, Card Suite: D, Sample Number: 35 Card Name: 8, Card Suite: D, Sample Number: 32 Card Name: 8, Card Suite: D, Sample Number: 46 Card Name: 8, Card Suite: D, Sample Number: 48 Card Name: 8, Card Suite: D, Sample Number: 41 Card Name: 8, Card Suite: H, Sample Number: 3 Card Name: 8, Card Suite: H, Sample Number: 30 Card Name: 8, Card Suite: H, Sample Number: 35 Card Name: 8, Card Suite: H, Sample Number: 34 Card Name: 8, Card Suite: H, Sample Number: 12 Card Name: 8, Card Suite: H, Sample Number: 22 Card Name: 8, Card Suite: H, Sample Number: 38 Card Name: 8, Card Suite: H, Sample Number: 37 Card Name: 8, Card Suite: H, Sample Number: 28 Card Name: 8, Card Suite: H, Sample Number: 2 Card Name: 8, Card Suite: H, Sample Number: 13 Card Name: 8, Card Suite: H, Sample Number: 21 Card Name: 8, Card Suite: H, Sample Number: 11 Card Name: 8, Card Suite: H, Sample Number: 25 Card Name: 8, Card Suite: H, Sample Number: 33 Card Name: 8, Card Suite: H, Sample Number: 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Card Suite: H, Sample Number: 48 Card Name: 8, Card Suite: S, Sample Number: 16 Card Name: 8, Card Suite: H, Sample Number: 40 Card Name: 8, Card Suite: H, Sample Number: 45 Card Name: 8, Card Suite: H, Sample Number: 6 Card Name: 8, Card Suite: H, Sample Number: 4 Card Name: 8, Card Suite: S, Sample Number: 2 Card Name: 8, Card Suite: H, Sample Number: 8 Card Name: 8, Card Suite: S, Sample Number: 15 Card Name: 8, Card Suite: H, Sample Number: 9 Card Name: 8, Card Suite: S, Sample Number: 12 Card Name: 8, Card Suite: S, Sample Number: 17 Card Name: 8, Card Suite: S, Sample Number: 0 Card Name: 8, Card Suite: S, Sample Number: 10 Card Name: 8, Card Suite: H, Sample Number: 5 Card Name: 8, Card Suite: H, Sample Number: 41 Card Name: 8, Card Suite: S, Sample Number: 13 Card Name: 8, Card Suite: H, Sample Number: 51 Card Name: 8, Card Suite: H, Sample Number: 7 Card Name: 8, Card Suite: H, Sample Number: 47 Card Name: 8, Card Suite: S, Sample Number: 1 Card Name: 8, Card Suite: H, Sample Number: 46 Card Name: 8, Card Suite: S, Sample Number: 18 Card Name: 8, Card Suite: H, Sample Number: 43 Card Name: 8, Card Suite: H, Sample Number: 49 Card Name: 8, Card Suite: H, Sample Number: 50 Card Name: 8, Card Suite: S, Sample Number: 19 Card Name: 8, Card Suite: S, Sample Number: 11 Card Name: 8, Card Suite: S, Sample Number: 14 Card Name: 8, Card Suite: S, Sample Number: 46 Card Name: 8, Card Suite: S, Sample Number: 33 Card Name: 8, Card Suite: S, Sample Number: 31 Card Name: 8, Card Suite: S, Sample Number: 5 Card Name: 8, Card Suite: S, Sample Number: 23 Card Name: 8, Card Suite: S, Sample Number: 38 Card Name: 8, Card Suite: S, Sample Number: 48 Card Name: 8, Card Suite: S, Sample Number: 47 Card Name: 8, Card Suite: S, Sample Number: 3 Card Name: 8, Card Suite: S, Sample Number: 44 Card Name: 8, Card Suite: S, Sample Number: 43 Card Name: 8, Card Suite: S, Sample Number: 39 Card Name: 8, Card Suite: S, Sample Number: 42 Card Name: 8, Card Suite: S, Sample Number: 45 Card 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Number: 21 Card Name: 8, Card Suite: S, Sample Number: 51 Card Name: 9, Card Suite: C, Sample Number: 44 Card Name: 9, Card Suite: C, Sample Number: 30 Card Name: 9, Card Suite: C, Sample Number: 36 Card Name: 9, Card Suite: C, Sample Number: 3 Card Name: 9, Card Suite: C, Sample Number: 48 Card Name: 9, Card Suite: C, Sample Number: 40 Card Name: 9, Card Suite: C, Sample Number: 49 Card Name: 9, Card Suite: C, Sample Number: 34 Card Name: 9, Card Suite: C, Sample Number: 42 Card Name: 9, Card Suite: C, Sample Number: 31 Card Name: 9, Card Suite: C, Sample Number: 46 Card Name: 9, Card Suite: C, Sample Number: 43 Card Name: 9, Card Suite: C, Sample Number: 29 Card Name: 9, Card Suite: C, Sample Number: 45 Card Name: 9, Card Suite: C, Sample Number: 26 Card Name: 9, Card Suite: C, Sample Number: 38 Card Name: 9, Card Suite: C, Sample Number: 35 Card Name: 9, Card Suite: C, Sample Number: 32 Card Name: 9, Card Suite: C, Sample Number: 47 Card Name: 9, Card Suite: C, Sample Number: 41 Card Name: 9, Card Suite: C, Sample Number: 37 Card Name: 9, Card Suite: C, Sample Number: 27 Card Name: 9, Card Suite: C, Sample Number: 39 Card Name: 9, Card Suite: C, Sample Number: 33 Card Name: 9, Card Suite: C, Sample Number: 28 Card Name: 9, Card Suite: C, Sample Number: 4 Card Name: 9, Card Suite: C, Sample Number: 5 Card Name: 9, Card Suite: D, Sample Number: 20 Card Name: 9, Card Suite: D, Sample Number: 16 Card Name: 9, Card Suite: C, Sample Number: 50 Card Name: 9, Card Suite: D, Sample Number: 23 Card Name: 9, Card Suite: C, Sample Number: 51 Card Name: 9, Card Suite: C, Sample Number: 8 Card Name: 9, Card Suite: D, Sample Number: 26 Card Name: 9, Card Suite: D, Sample Number: 0 Card Name: 9, Card Suite: D, Sample Number: 18 Card Name: 9, Card Suite: D, Sample Number: 13 Card Name: 9, Card Suite: D, Sample Number: 25 Card Name: 9, Card Suite: D, Sample Number: 2 Card Name: 9, Card Suite: D, Sample Number: 1 Card Name: 9, Card Suite: D, Sample Number: 10 Card Name: 9, Card 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Number: 26 Card Name: 10, Card Suite: C, Sample Number: 28 Card Name: 10, Card Suite: C, Sample Number: 30 Card Name: 10, Card Suite: C, Sample Number: 46 Card Name: 10, Card Suite: C, Sample Number: 4 Card Name: 10, Card Suite: C, Sample Number: 2 Card Name: 10, Card Suite: C, Sample Number: 33 Card Name: 10, Card Suite: C, Sample Number: 34 Card Name: 10, Card Suite: C, Sample Number: 20 Card Name: 10, Card Suite: C, Sample Number: 42 Card Name: 10, Card Suite: C, Sample Number: 35 Card Name: 10, Card Suite: C, Sample Number: 37 Card Name: 10, Card Suite: C, Sample Number: 43 Card Name: 10, Card Suite: C, Sample Number: 32 Card Name: 10, Card Suite: C, Sample Number: 23 Card Name: 10, Card Suite: C, Sample Number: 31 Card Name: 10, Card Suite: C, Sample Number: 44 Card Name: 10, Card Suite: C, Sample Number: 24 Card Name: 10, Card Suite: C, Sample Number: 27 Card Name: 10, Card Suite: C, Sample Number: 41 Card Name: 10, Card Suite: C, Sample Number: 36 Card Name: 10, Card Suite: C, Sample Number: 19 Card Name: 10, Card Suite: C, Sample Number: 39 Card Name: 10, Card Suite: C, Sample Number: 22 Card Name: 10, Card Suite: C, Sample Number: 45 Card Name: 10, Card Suite: C, Sample Number: 29 Card Name: 10, Card Suite: C, Sample Number: 40 Card Name: 10, Card Suite: C, Sample Number: 25 Card Name: 10, Card Suite: C, Sample Number: 21 Card Name: 10, Card Suite: D, Sample Number: 19 Card Name: 10, Card Suite: D, Sample Number: 11 Card Name: 10, Card Suite: D, Sample Number: 10 Card Name: 10, Card Suite: C, Sample Number: 51 Card Name: 10, Card Suite: D, Sample Number: 20 Card Name: 10, Card Suite: D, Sample Number: 25 Card Name: 10, Card Suite: D, Sample Number: 27 Card Name: 10, Card Suite: D, Sample Number: 21 Card Name: 10, Card Suite: D, Sample Number: 22 Card Name: 10, Card Suite: C, Sample Number: 9 Card Name: 10, Card Suite: D, Sample Number: 14 Card Name: 10, Card Suite: C, Sample Number: 49 Card Name: 10, Card Suite: D, Sample Number: 0 Card Name: 10, Card 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Card Suite: D, Sample Number: 39 Card Name: 10, Card Suite: D, Sample Number: 50 Card Name: 10, Card Suite: D, Sample Number: 41 Card Name: 10, Card Suite: D, Sample Number: 3 Card Name: 10, Card Suite: D, Sample Number: 37 Card Name: 10, Card Suite: D, Sample Number: 38 Card Name: 10, Card Suite: D, Sample Number: 9 Card Name: 10, Card Suite: D, Sample Number: 42 Card Name: 10, Card Suite: D, Sample Number: 30 Card Name: 10, Card Suite: H, Sample Number: 10 Card Name: 10, Card Suite: H, Sample Number: 11 Card Name: 10, Card Suite: H, Sample Number: 38 Card Name: 10, Card Suite: H, Sample Number: 13 Card Name: 10, Card Suite: H, Sample Number: 3 Card Name: 10, Card Suite: H, Sample Number: 21 Card Name: 10, Card Suite: H, Sample Number: 33 Card Name: 10, Card Suite: H, Sample Number: 14 Card Name: 10, Card Suite: H, Sample Number: 37 Card Name: 10, Card Suite: H, Sample Number: 20 Card Name: 10, Card Suite: H, Sample Number: 36 Card Name: 10, Card Suite: H, Sample Number: 19 Card Name: 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Name: 10, Card Suite: H, Sample Number: 46 Card Name: 10, Card Suite: H, Sample Number: 51 Card Name: 10, Card Suite: S, Sample Number: 1 Card Name: 10, Card Suite: H, Sample Number: 43 Card Name: 10, Card Suite: H, Sample Number: 41 Card Name: 10, Card Suite: S, Sample Number: 13 Card Name: 10, Card Suite: H, Sample Number: 9 Card Name: 10, Card Suite: H, Sample Number: 6 Card Name: 10, Card Suite: H, Sample Number: 39 Card Name: 10, Card Suite: H, Sample Number: 7 Card Name: 10, Card Suite: S, Sample Number: 11 Card Name: 10, Card Suite: H, Sample Number: 49 Card Name: 10, Card Suite: S, Sample Number: 17 Card Name: 10, Card Suite: H, Sample Number: 48 Card Name: 10, Card Suite: S, Sample Number: 14 Card Name: 10, Card Suite: H, Sample Number: 40 Card Name: 10, Card Suite: S, Sample Number: 12 Card Name: 10, Card Suite: H, Sample Number: 44 Card Name: 10, Card Suite: S, Sample Number: 10 Card Name: 10, Card Suite: S, Sample Number: 15 Card Name: 10, Card Suite: H, Sample Number: 8 Card Name: 10, Card Suite: S, Sample Number: 18 Card Name: 10, Card Suite: S, Sample Number: 0 Card Name: 10, Card Suite: H, Sample Number: 42 Card Name: 10, Card Suite: H, Sample Number: 50 Card Name: 10, Card Suite: H, Sample Number: 45 Card Name: 10, Card Suite: H, Sample Number: 5 Card Name: 10, Card Suite: H, Sample Number: 4 Card Name: 10, Card Suite: S, Sample Number: 48 Card Name: 10, Card Suite: S, Sample Number: 41 Card Name: 10, Card Suite: S, Sample Number: 33 Card Name: 10, Card Suite: S, Sample Number: 19 Card Name: 10, Card Suite: S, Sample Number: 49 Card Name: 10, Card Suite: S, Sample Number: 42 Card Name: 10, Card Suite: S, Sample Number: 27 Card Name: 10, Card Suite: S, Sample Number: 26 Card Name: 10, Card Suite: S, Sample Number: 22 Card Name: 10, Card Suite: S, Sample Number: 47 Card Name: 10, Card Suite: S, Sample Number: 4 Card Name: 10, Card Suite: S, Sample Number: 37 Card Name: 10, Card Suite: S, Sample Number: 40 Card Name: 10, Card Suite: S, Sample Number: 46 Card Name: 10, Card Suite: S, Sample Number: 36 Card Name: 10, Card Suite: S, Sample Number: 38 Card Name: 10, Card Suite: S, Sample Number: 43 Card Name: 10, Card Suite: S, Sample Number: 45 Card Name: 10, Card Suite: S, Sample Number: 44 Card Name: 10, Card Suite: S, Sample Number: 2 Card Name: 10, Card Suite: S, Sample Number: 31 Card Name: 10, Card Suite: S, Sample Number: 3 Card Name: 10, Card Suite: S, Sample Number: 32 Card Name: 10, Card Suite: S, Sample Number: 39 Card Name: 10, Card Suite: S, Sample Number: 23 Card Name: 10, Card Suite: S, Sample Number: 5 Card Name: 10, Card Suite: S, Sample Number: 24 Card Name: 10, Card Suite: S, Sample Number: 21 Card Name: 10, Card Suite: S, Sample Number: 28 Card Name: 10, Card Suite: S, Sample Number: 34 Card Name: 10, Card Suite: S, Sample Number: 20 Card Name: 10, Card Suite: S, Sample Number: 25 Card Name: 10, Card Suite: S, Sample Number: 35 Card Name: 10, Card Suite: S, Sample Number: 29 Card Name: 10, Card Suite: S, Sample Number: 30 Card Name: 2, Card Suite: C, Sample Number: 18 Card Name: 2, Card Suite: C, Sample Number: 10 Card Name: 2, Card Suite: C, Sample Number: 20 Card Name: 2, Card Suite: C, Sample Number: 14 Card Name: 2, Card Suite: C, Sample Number: 0 Card Name: 2, Card Suite: C, Sample Number: 27 Card Name: 2, Card Suite: C, Sample Number: 28 Card Name: 2, Card Suite: C, Sample Number: 1 Card Name: 10, Card Suite: S, Sample Number: 6 Card Name: 2, Card Suite: C, Sample Number: 12 Card Name: 2, Card Suite: C, Sample Number: 2 Card Name: 2, Card Suite: C, Sample Number: 15 Card Name: 2, Card Suite: C, Sample Number: 17 Card Name: 2, Card Suite: C, Sample Number: 22 Card Name: 2, Card Suite: C, Sample Number: 24 Card Name: 2, Card Suite: C, Sample Number: 13 Card Name: 2, Card Suite: C, Sample Number: 21 Card Name: 2, Card Suite: C, Sample Number: 25 Card Name: 10, Card Suite: S, Sample Number: 51 Card Name: 10, Card Suite: S, Sample Number: 9 Card Name: 2, Card Suite: C, Sample Number: 23 Card Name: 2, Card Suite: C, Sample Number: 19 Card Name: 10, Card Suite: S, Sample Number: 50 Card Name: 10, Card Suite: S, Sample Number: 8 Card Name: 2, Card Suite: C, Sample Number: 26 Card Name: 10, Card Suite: S, Sample Number: 7 Card Name: 2, Card Suite: C, Sample Number: 16 Card Name: 2, Card Suite: C, Sample Number: 11 Card Name: 2, Card Suite: C, Sample Number: 29 Card Name: 2, Card Suite: C, Sample Number: 36 Card Name: 2, Card Suite: C, Sample Number: 40 Card Name: 2, Card Suite: C, Sample Number: 6 Card Name: 2, Card Suite: C, Sample Number: 48 Card Name: 2, Card Suite: C, Sample Number: 3 Card Name: 2, Card Suite: C, Sample Number: 37 Card Name: 2, Card Suite: C, Sample Number: 46 Card Name: 2, Card Suite: C, Sample Number: 44 Card Name: 2, Card Suite: C, Sample Number: 34 Card Name: 2, Card Suite: C, Sample Number: 43 Card Name: 2, Card Suite: C, Sample Number: 8 Card Name: 2, Card Suite: C, Sample Number: 33 Card Name: 2, Card Suite: C, Sample Number: 47 Card Name: 2, Card Suite: C, Sample Number: 4 Card Name: 2, Card Suite: C, Sample Number: 5 Card Name: 2, Card Suite: C, Sample Number: 39 Card Name: 2, Card Suite: C, Sample Number: 35 Card Name: 2, Card Suite: C, Sample Number: 38 Card Name: 2, Card Suite: C, Sample Number: 32 Card Name: 2, Card Suite: C, Sample Number: 49 Card Name: 2, Card Suite: C, Sample Number: 31 Card Name: 2, Card Suite: C, Sample Number: 30 Card Name: 2, Card Suite: C, Sample Number: 41 Card Name: 2, Card Suite: C, Sample Number: 7 Card Name: 2, Card Suite: C, Sample Number: 45 Card Name: 2, Card Suite: C, Sample Number: 50 Card Name: 2, Card Suite: C, Sample Number: 42 Card Name: 2, Card Suite: D, Sample Number: 34 Card Name: 2, Card Suite: D, Sample Number: 24 Card Name: 2, Card Suite: D, Sample Number: 32 Card Name: 2, Card Suite: D, Sample Number: 25 Card Name: 2, Card Suite: D, Sample Number: 18 Card Name: 2, Card Suite: D, Sample Number: 15 Card Name: 2, Card Suite: D, Sample Number: 13 Card Name: 2, Card Suite: D, Sample Number: 22 Card Name: 2, Card Suite: D, Sample Number: 23 Card Name: 2, Card Suite: D, Sample Number: 12 Card Name: 2, Card Suite: D, Sample Number: 33 Card Name: 2, Card Suite: D, Sample Number: 27 Card Name: 2, Card Suite: D, Sample Number: 14 Card Name: 2, Card Suite: D, Sample Number: 26 Card Name: 2, Card Suite: D, Sample Number: 31 Card Name: 2, Card Suite: D, Sample Number: 28 Card Name: 2, Card Suite: D, Sample Number: 36 Card Name: 2, Card Suite: D, Sample Number: 35 Card Name: 2, Card Suite: C, Sample Number: 9 Card Name: 2, Card Suite: D, Sample Number: 17 Card Name: 2, Card Suite: D, Sample Number: 30 Card Name: 2, Card Suite: D, Sample Number: 1 Card Name: 2, Card Suite: D, Sample Number: 11 Card Name: 2, Card Suite: D, Sample Number: 3 Card Name: 2, Card Suite: D, Sample Number: 20 Card Name: 2, Card Suite: D, Sample Number: 29 Card Name: 2, Card Suite: D, Sample Number: 19 Card Name: 2, Card Suite: D, Sample Number: 21 Card Name: 2, Card Suite: D, Sample Number: 0 Card 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Number: 29 Card Name: 2, Card Suite: H, Sample Number: 44 Card Name: 2, Card Suite: H, Sample Number: 26 Card Name: 2, Card Suite: H, Sample Number: 2 Card Name: 2, Card Suite: H, Sample Number: 25 Card Name: 2, Card Suite: H, Sample Number: 19 Card Name: 2, Card Suite: H, Sample Number: 18 Card Name: 2, Card Suite: H, Sample Number: 27 Card Name: 2, Card Suite: H, Sample Number: 20 Card Name: 2, Card Suite: H, Sample Number: 28 Card Name: 2, Card Suite: H, Sample Number: 34 Card Name: 2, Card Suite: H, Sample Number: 38 Card Name: 2, Card Suite: H, Sample Number: 21 Card Name: 2, Card Suite: H, Sample Number: 3 Card Name: 2, Card Suite: H, Sample Number: 32 Card Name: 2, Card Suite: H, Sample Number: 36 Card Name: 2, Card Suite: H, Sample Number: 42 Card Name: 2, Card Suite: H, Sample Number: 40 Card Name: 2, Card Suite: H, Sample Number: 24 Card Name: 2, Card Suite: H, Sample Number: 30 Card Name: 2, Card Suite: H, Sample Number: 33 Card Name: 2, Card Suite: H, Sample Number: 37 Card Name: 2, Card Suite: H, Sample Number: 8 Card Name: 2, Card Suite: H, Sample Number: 51 Card Name: 2, Card Suite: H, Sample Number: 6 Card Name: 2, Card Suite: S, Sample Number: 15 Card Name: 2, Card Suite: S, Sample Number: 11 Card Name: 2, Card Suite: S, Sample Number: 22 Card Name: 2, Card Suite: S, Sample Number: 18 Card Name: 2, Card Suite: S, Sample Number: 20 Card Name: 2, Card Suite: S, Sample Number: 17 Card Name: 2, Card Suite: S, Sample Number: 16 Card Name: 2, Card Suite: H, Sample Number: 48 Card Name: 2, Card Suite: S, Sample Number: 0 Card Name: 2, Card Suite: H, Sample Number: 7 Card Name: 2, Card Suite: H, Sample Number: 46 Card Name: 2, Card Suite: S, Sample Number: 12 Card Name: 2, Card Suite: H, Sample Number: 45 Card Name: 2, Card Suite: S, Sample Number: 21 Card Name: 2, Card Suite: S, Sample Number: 19 Card Name: 2, Card Suite: H, Sample Number: 9 Card Name: 2, Card Suite: S, Sample Number: 13 Card Name: 2, Card Suite: S, Sample Number: 25 Card Name: 2, Card 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Number: 42 Card Name: 2, Card Suite: S, Sample Number: 32 Card Name: 2, Card Suite: S, Sample Number: 29 Card Name: 2, Card Suite: S, Sample Number: 6 Card Name: 2, Card Suite: S, Sample Number: 30 Card Name: 2, Card Suite: S, Sample Number: 49 Card Name: 2, Card Suite: S, Sample Number: 39 Card Name: 2, Card Suite: S, Sample Number: 40 Card Name: 2, Card Suite: S, Sample Number: 37 Card Name: 2, Card Suite: S, Sample Number: 9 Card Name: 2, Card Suite: S, Sample Number: 46 Card Name: 2, Card Suite: S, Sample Number: 45 Card Name: 3, Card Suite: C, Sample Number: 0 Card Name: 2, Card Suite: S, Sample Number: 28 Card Name: 2, Card Suite: S, Sample Number: 3 Card Name: 2, Card Suite: S, Sample Number: 26 Card Name: 2, Card Suite: S, Sample Number: 38 Card Name: 2, Card Suite: S, Sample Number: 41 Card Name: 2, Card Suite: S, Sample Number: 35 Card Name: 2, Card Suite: S, Sample Number: 4 Card Name: 2, Card Suite: S, Sample Number: 43 Card Name: 2, Card Suite: S, Sample Number: 47 Card 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Number: 47 Card Name: 3, Card Suite: D, Sample Number: 14 Card Name: 3, Card Suite: C, Sample Number: 6 Card Name: 3, Card Suite: C, Sample Number: 43 Card Name: 3, Card Suite: D, Sample Number: 12 Card Name: 3, Card Suite: C, Sample Number: 42 Card Name: 3, Card Suite: C, Sample Number: 44 Card Name: 3, Card Suite: D, Sample Number: 11 Card Name: 3, Card Suite: D, Sample Number: 13 Card Name: 3, Card Suite: C, Sample Number: 41 Card Name: 3, Card Suite: C, Sample Number: 5 Card Name: 3, Card Suite: C, Sample Number: 7 Card Name: 3, Card Suite: C, Sample Number: 9 Card Name: 3, Card Suite: C, Sample Number: 51 Card Name: 3, Card Suite: C, Sample Number: 49 Card Name: 3, Card Suite: C, Sample Number: 46 Card Name: 3, Card Suite: D, Sample Number: 1 Card Name: 3, Card Suite: C, Sample Number: 40 Card Name: 3, Card Suite: D, Sample Number: 0 Card Name: 3, Card Suite: C, Sample Number: 45 Card Name: 3, Card Suite: D, Sample Number: 23 Card Name: 3, Card Suite: D, Sample Number: 37 Card 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Number: 24 Card Name: 3, Card Suite: H, Sample Number: 15 Card Name: 3, Card Suite: D, Sample Number: 50 Card Name: 3, Card Suite: H, Sample Number: 13 Card Name: 3, Card Suite: H, Sample Number: 12 Card Name: 3, Card Suite: H, Sample Number: 14 Card Name: 3, Card Suite: D, Sample Number: 6 Card Name: 3, Card Suite: H, Sample Number: 17 Card Name: 3, Card Suite: H, Sample Number: 20 Card Name: 3, Card Suite: H, Sample Number: 27 Card Name: 3, Card Suite: H, Sample Number: 0 Card Name: 3, Card Suite: D, Sample Number: 9 Card Name: 3, Card Suite: H, Sample Number: 25 Card Name: 3, Card Suite: H, Sample Number: 26 Card Name: 3, Card Suite: H, Sample Number: 21 Card Name: 3, Card Suite: H, Sample Number: 22 Card Name: 3, Card Suite: D, Sample Number: 49 Card Name: 3, Card Suite: D, Sample Number: 7 Card Name: 3, Card Suite: H, Sample Number: 30 Card Name: 3, Card Suite: H, Sample Number: 44 Card Name: 3, Card Suite: H, Sample Number: 29 Card Name: 3, Card Suite: H, Sample Number: 3 Card 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Number: 36 Card Name: 3, Card Suite: S, Sample Number: 31 Card Name: 3, Card Suite: S, Sample Number: 28 Card Name: 3, Card Suite: S, Sample Number: 38 Card Name: 3, Card Suite: S, Sample Number: 39 Card Name: 3, Card Suite: S, Sample Number: 1 Card Name: 3, Card Suite: S, Sample Number: 35 Card Name: 3, Card Suite: S, Sample Number: 30 Card Name: 3, Card Suite: S, Sample Number: 16 Card Name: 3, Card Suite: S, Sample Number: 10 Card Name: 3, Card Suite: S, Sample Number: 15 Card Name: 3, Card Suite: S, Sample Number: 14 Card Name: 3, Card Suite: S, Sample Number: 23 Card Name: 3, Card Suite: S, Sample Number: 12 Card Name: 3, Card Suite: S, Sample Number: 26 Card Name: 3, Card Suite: S, Sample Number: 34 Card Name: 3, Card Suite: S, Sample Number: 33 Card Name: 3, Card Suite: S, Sample Number: 20 Card Name: 3, Card Suite: S, Sample Number: 2 Card Name: 3, Card Suite: S, Sample Number: 13 Card Name: 3, Card Suite: S, Sample Number: 18 Card Name: 4, Card Suite: C, Sample Number: 15 Card 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Suite: C, Sample Number: 12 Card Name: 4, Card Suite: C, Sample Number: 21 Card Name: 3, Card Suite: S, Sample Number: 51 Card Name: 4, Card Suite: C, Sample Number: 0 Card Name: 4, Card Suite: C, Sample Number: 16 Card Name: 4, Card Suite: C, Sample Number: 2 Card Name: 3, Card Suite: S, Sample Number: 49 Card Name: 3, Card Suite: S, Sample Number: 6 Card Name: 4, Card Suite: C, Sample Number: 14 Card Name: 4, Card Suite: C, Sample Number: 23 Card Name: 3, Card Suite: S, Sample Number: 5 Card Name: 4, Card Suite: C, Sample Number: 43 Card Name: 4, Card Suite: C, Sample Number: 5 Card Name: 4, Card Suite: C, Sample Number: 32 Card Name: 4, Card Suite: C, Sample Number: 31 Card Name: 4, Card Suite: C, Sample Number: 38 Card Name: 4, Card Suite: C, Sample Number: 29 Card Name: 4, Card Suite: C, Sample Number: 30 Card Name: 4, Card Suite: C, Sample Number: 52 Card Name: 4, Card Suite: C, Sample Number: 35 Card Name: 4, Card Suite: C, Sample Number: 48 Card Name: 4, Card Suite: C, Sample Number: 27 Card Name: 4, Card Suite: C, Sample Number: 3 Card Name: 4, Card Suite: C, Sample Number: 41 Card Name: 4, Card Suite: C, Sample Number: 28 Card Name: 4, Card Suite: C, Sample Number: 50 Card Name: 4, Card Suite: C, Sample Number: 46 Card Name: 4, Card Suite: C, Sample Number: 42 Card Name: 4, Card Suite: C, Sample Number: 44 Card Name: 4, Card Suite: C, Sample Number: 26 Card Name: 4, Card Suite: C, Sample Number: 34 Card Name: 4, Card Suite: C, Sample Number: 51 Card Name: 4, Card Suite: C, Sample Number: 49 Card Name: 4, Card Suite: C, Sample Number: 33 Card Name: 4, Card Suite: C, Sample Number: 4 Card Name: 4, Card Suite: C, Sample Number: 47 Card Name: 4, Card Suite: C, Sample Number: 54 Card Name: 4, Card Suite: C, Sample Number: 40 Card Name: 4, Card Suite: C, Sample Number: 37 Card Name: 4, Card Suite: C, Sample Number: 36 Card Name: 4, Card Suite: C, Sample Number: 45 Card Name: 4, Card Suite: C, Sample Number: 39 Card Name: 4, Card Suite: C, Sample Number: 25 Card Name: 4, Card Suite: C, Sample Number: 53 Card Name: 4, Card Suite: D, Sample Number: 14 Card Name: 4, Card Suite: C, Sample Number: 8 Card Name: 4, Card Suite: D, Sample Number: 26 Card Name: 4, Card Suite: D, Sample Number: 0 Card Name: 4, Card Suite: C, Sample Number: 57 Card Name: 4, Card Suite: D, Sample Number: 23 Card Name: 4, Card Suite: C, Sample Number: 59 Card Name: 4, Card Suite: D, Sample Number: 11 Card Name: 4, Card Suite: D, Sample Number: 19 Card Name: 4, Card Suite: D, Sample Number: 25 Card Name: 4, Card Suite: C, Sample Number: 58 Card Name: 4, Card Suite: D, Sample Number: 13 Card Name: 4, Card Suite: C, Sample Number: 6 Card Name: 4, Card Suite: D, Sample Number: 24 Card Name: 4, Card Suite: D, Sample Number: 20 Card Name: 4, Card Suite: D, Sample Number: 15 Card Name: 4, Card Suite: D, Sample Number: 2 Card Name: 4, Card Suite: C, Sample Number: 61 Card Name: 4, Card Suite: D, Sample Number: 16 Card Name: 4, Card Suite: D, Sample Number: 27 Card Name: 4, Card Suite: C, Sample Number: 9 Card Name: 4, Card Suite: D, Sample Number: 22 Card Name: 4, Card Suite: C, Sample Number: 56 Card Name: 4, Card Suite: D, Sample Number: 12 Card Name: 4, Card Suite: D, Sample Number: 1 Card Name: 4, Card Suite: D, Sample Number: 17 Card Name: 4, Card Suite: C, Sample Number: 7 Card Name: 4, Card Suite: D, Sample Number: 18 Card Name: 4, Card Suite: D, Sample Number: 21 Card Name: 4, Card Suite: C, Sample Number: 60 Card Name: 4, Card Suite: C, Sample Number: 55 Card Name: 4, Card Suite: D, Sample Number: 10 Card Name: 4, Card Suite: H, Sample Number: 0 Card Name: 4, Card Suite: D, Sample Number: 30 Card Name: 4, Card Suite: D, Sample Number: 31 Card Name: 4, Card Suite: D, Sample Number: 4 Card Name: 4, Card Suite: D, Sample Number: 43 Card Name: 4, Card Suite: D, Sample Number: 33 Card Name: 4, Card Suite: D, Sample Number: 51 Card Name: 4, Card Suite: D, Sample Number: 45 Card Name: 4, Card Suite: D, Sample Number: 34 Card Name: 4, Card Suite: D, Sample Number: 35 Card Name: 4, Card Suite: D, Sample Number: 3 Card Name: 4, Card Suite: D, Sample Number: 7 Card Name: 4, Card Suite: D, Sample Number: 6 Card Name: 4, Card Suite: D, Sample Number: 49 Card Name: 4, Card Suite: D, Sample Number: 50 Card Name: 4, Card Suite: D, Sample Number: 29 Card Name: 4, Card Suite: D, Sample Number: 47 Card Name: 4, Card Suite: D, Sample Number: 28 Card Name: 4, Card Suite: D, Sample Number: 5 Card Name: 4, Card Suite: D, Sample Number: 32 Card Name: 4, Card Suite: D, Sample Number: 41 Card Name: 4, Card Suite: D, Sample Number: 37 Card Name: 4, Card Suite: D, Sample Number: 38 Card Name: 4, Card Suite: D, Sample Number: 9 Card Name: 4, Card Suite: D, Sample Number: 40 Card Name: 4, Card Suite: D, Sample Number: 8 Card Name: 4, Card Suite: D, Sample Number: 48 Card Name: 4, Card Suite: D, Sample Number: 39 Card Name: 4, Card Suite: D, Sample Number: 44 Card Name: 4, Card Suite: D, Sample Number: 36 Card Name: 4, Card Suite: D, Sample Number: 42 Card Name: 4, Card Suite: D, Sample Number: 46 Card Name: 4, Card Suite: H, Sample Number: 13 Card Name: 4, Card Suite: H, Sample Number: 32 Card Name: 4, Card Suite: H, Sample Number: 36 Card Name: 4, Card Suite: H, Sample Number: 42 Card Name: 4, Card Suite: H, Sample Number: 19 Card Name: 4, Card Suite: H, Sample Number: 21 Card Name: 4, Card Suite: H, Sample Number: 37 Card Name: 4, Card Suite: H, Sample Number: 30 Card Name: 4, Card Suite: H, Sample Number: 1 Card Name: 4, Card Suite: H, Sample Number: 26 Card Name: 4, Card Suite: H, Sample Number: 16 Card Name: 4, Card Suite: H, Sample Number: 28 Card Name: 4, Card Suite: H, Sample Number: 2 Card Name: 4, Card Suite: H, Sample Number: 24 Card Name: 4, Card Suite: H, Sample Number: 20 Card Name: 4, Card Suite: H, Sample Number: 22 Card Name: 4, Card Suite: H, Sample Number: 18 Card Name: 4, Card Suite: H, Sample Number: 3 Card Name: 4, Card Suite: H, Sample Number: 25 Card Name: 4, Card Suite: H, Sample Number: 12 Card Name: 4, Card Suite: H, Sample Number: 10
## Store loaded image files in a dataframe
# Create a Pandas DataFrame
data=[]
for card_name, suites in cards.items():
for card_suite, samples in suites.items():
for sample in samples:
data.append({"card_name" : card_name,
"card_suite" : card_suite,
"file_name" : ntpath.basename(sample["filename"]),
"file_path" : sample["filename"],
"sample" : sample["sample"]})
df = pd.DataFrame(data).sort_values(by=['card_name', 'card_suite', 'sample']).reset_index(drop=True)
df['label'] = df['card_name'] + "_" + df['card_suite']
df
| card_name | card_suite | file_name | file_path | sample | label | |
|---|---|---|---|---|---|---|
| 0 | 10 | C | 10C0.jpg | /content/drive/MyDrive/WORK/Data Science/7. N... | 0 | 10_C |
| 1 | 10 | C | 10C1.jpg | /content/drive/MyDrive/WORK/Data Science/7. N... | 1 | 10_C |
| 2 | 10 | C | 10C2.jpg | /content/drive/MyDrive/WORK/Data Science/7. N... | 2 | 10_C |
| 3 | 10 | C | 10C3.jpg | /content/drive/MyDrive/WORK/Data Science/7. N... | 3 | 10_C |
| 4 | 10 | C | 10C4.jpg | /content/drive/MyDrive/WORK/Data Science/7. N... | 4 | 10_C |
| ... | ... | ... | ... | ... | ... | ... |
| 2701 | Q | S | QS47.jpg | /content/drive/MyDrive/WORK/Data Science/7. N... | 47 | Q_S |
| 2702 | Q | S | QS48.jpg | /content/drive/MyDrive/WORK/Data Science/7. N... | 48 | Q_S |
| 2703 | Q | S | QS49.jpg | /content/drive/MyDrive/WORK/Data Science/7. N... | 49 | Q_S |
| 2704 | Q | S | QS50.jpg | /content/drive/MyDrive/WORK/Data Science/7. N... | 50 | Q_S |
| 2705 | Q | S | QS51.jpg | /content/drive/MyDrive/WORK/Data Science/7. N... | 51 | Q_S |
2706 rows × 6 columns
# dataset collection samples stats
df.groupby(['card_name', "card_suite"])['sample'].count()
card_name card_suite
10 C 52
D 52
H 52
S 52
2 C 51
D 52
H 52
S 51
3 C 52
D 52
H 51
S 52
4 C 62
D 52
H 52
S 51
5 C 52
D 52
H 52
S 51
6 C 52
D 52
H 52
S 52
7 C 52
D 51
H 52
S 52
8 C 52
D 52
H 52
S 52
9 C 52
D 52
H 52
S 52
A C 52
D 52
H 52
S 51
J C 52
D 52
H 52
S 52
K C 52
D 52
H 52
S 52
Q C 52
D 52
H 51
S 52
Name: sample, dtype: int64
## Dataset
df
| card_name | card_suite | file_name | file_path | sample | label | |
|---|---|---|---|---|---|---|
| 0 | 10 | C | 10C0.jpg | /content/drive/MyDrive/WORK/Data Science/7. N... | 0 | 10_C |
| 1 | 10 | C | 10C1.jpg | /content/drive/MyDrive/WORK/Data Science/7. N... | 1 | 10_C |
| 2 | 10 | C | 10C2.jpg | /content/drive/MyDrive/WORK/Data Science/7. N... | 2 | 10_C |
| 3 | 10 | C | 10C3.jpg | /content/drive/MyDrive/WORK/Data Science/7. N... | 3 | 10_C |
| 4 | 10 | C | 10C4.jpg | /content/drive/MyDrive/WORK/Data Science/7. N... | 4 | 10_C |
| ... | ... | ... | ... | ... | ... | ... |
| 2701 | Q | S | QS47.jpg | /content/drive/MyDrive/WORK/Data Science/7. N... | 47 | Q_S |
| 2702 | Q | S | QS48.jpg | /content/drive/MyDrive/WORK/Data Science/7. N... | 48 | Q_S |
| 2703 | Q | S | QS49.jpg | /content/drive/MyDrive/WORK/Data Science/7. N... | 49 | Q_S |
| 2704 | Q | S | QS50.jpg | /content/drive/MyDrive/WORK/Data Science/7. N... | 50 | Q_S |
| 2705 | Q | S | QS51.jpg | /content/drive/MyDrive/WORK/Data Science/7. N... | 51 | Q_S |
2706 rows × 6 columns
## Visualize some sample image files
# First sample image
image_path = df['file_path'].values[0]
img_arr = cv2.imread(image_path)
img_arr = cv2.resize(img_arr, (224,224)) # downsized
# What we see...
plt.imshow(img_arr)
<matplotlib.image.AxesImage at 0x7acd6c981ae0>
# What Computer sees...
print(img_arr)
[[[40 35 73] [31 30 55] [32 31 47] ... [18 20 21] [23 25 26] [15 16 18]] [[26 35 35] [28 35 38] [27 32 35] ... [16 20 21] [15 19 20] [19 21 22]] [[27 33 33] [26 31 32] [28 36 36] ... [18 21 25] [18 20 25] [16 19 23]] ... [[21 25 26] [15 18 22] [19 22 26] ... [ 6 7 11] [ 9 8 12] [ 9 8 10]] [[21 24 28] [22 25 29] [26 29 34] ... [ 9 8 13] [ 6 8 9] [ 7 9 10]] [[19 23 24] [19 22 26] [20 23 28] ... [ 7 9 10] [ 6 8 9] [ 6 8 9]]]
# it's label
df.label[0]
'10_C'
# Lets view the last image
# First sample image
image_path = df['file_path'].values[-1]
img_arr = cv2.imread(image_path)
img_arr = cv2.resize(img_arr, (224,224)) # downsized
plt.imshow(img_arr)
<matplotlib.image.AxesImage at 0x7896e7f11de0>
# its matrix
img_arr
array([[[14, 16, 17],
[13, 15, 16],
[14, 16, 17],
...,
[ 7, 7, 7],
[15, 15, 15],
[10, 10, 10]],
[[ 9, 13, 14],
[14, 16, 17],
[15, 17, 18],
...,
[12, 12, 12],
[ 8, 8, 8],
[ 7, 7, 7]],
[[15, 17, 18],
[11, 15, 16],
[14, 16, 17],
...,
[ 9, 9, 9],
[13, 13, 13],
[ 8, 8, 8]],
...,
[[26, 27, 31],
[26, 27, 31],
[24, 25, 29],
...,
[ 4, 3, 5],
[ 3, 2, 4],
[ 3, 2, 4]],
[[27, 27, 32],
[24, 25, 29],
[26, 27, 31],
...,
[ 4, 3, 5],
[ 5, 4, 6],
[ 3, 2, 4]],
[[27, 26, 30],
[28, 27, 31],
[30, 29, 33],
...,
[ 5, 4, 6],
[ 4, 3, 5],
[ 3, 2, 4]]], dtype=uint8)
# it's label
df.label.values[-1]
'Q_S'
# ## Augment images for more datapoints
# data=[]
# for i, row in df.iterrows():
# label = row['label']
# path = row['file_path']
# img = cv2.imread(path, cv2.IMREAD_GRAYSCALE)
# img = cv2.resize(img, (180, 180))
# imgs = img.reshape((1, img.shape[0], img.shape[1], 1))
# data_generator = ImageDataGenerator(rotation_range=90, brightness_range=(0.5, 1.5), shear_range=15.0, zoom_range=[.3, .8])
# data_generator.fit(imgs)
# image_iterator = data_generator.flow(imgs)
# for x in range(500):
# img_transformed=image_iterator.next()[0].astype('int')/255
# data.append([img_transformed, label])
# SAVE_DIR = "."
# np.save(SAVE_DIR, data)
## Train, Test and Validation Dataset Creations
# Create train and test splits for each card and suite combination
train_data = []
test_data = []
# Iterate over card and suite combination
grouped = df.groupby(['card_name', 'card_suite'])
for group_name, group_df in grouped:
# Split the group into train and test sets
train_set, test_set = train_test_split(group_df, test_size=0.2, random_state=7)
train_data.append(train_set)
test_data.append(test_set)
# Concatenate the train and test sets
train_df = pd.concat(train_data)
test_df = pd.concat(test_data)
# Split the train set into train and validation sets
train_df, val_df = train_test_split(train_df, test_size=0.2, random_state=42)
# Show train, val, and test sets:
print(f"Train set size: {len(train_df)} samples")
print(f"Validation set size: {len(val_df)} samples")
print(f"Test set size: {len(test_df)} samples")
Train set size: 1705 samples Validation set size: 427 samples Test set size: 574 samples
# lets validate training split:
train_df.groupby(['card_name', 'card_suite'])['sample'].count()
card_name card_suite
10 C 35
D 31
H 33
S 36
2 C 32
D 32
H 32
S 29
3 C 35
D 34
H 26
S 31
4 C 41
D 33
H 29
S 33
5 C 34
D 36
H 35
S 32
6 C 35
D 32
H 33
S 34
7 C 35
D 30
H 31
S 33
8 C 35
D 34
H 33
S 34
9 C 33
D 32
H 30
S 32
A C 35
D 33
H 32
S 26
J C 35
D 33
H 30
S 33
K C 35
D 33
H 32
S 30
Q C 35
D 31
H 34
S 33
Name: sample, dtype: int64
# lets validate testing split:
test_df.groupby(['card_name', 'card_suite'])['sample'].count()
card_name card_suite
10 C 11
D 11
H 11
S 11
2 C 11
D 11
H 11
S 11
3 C 11
D 11
H 11
S 11
4 C 13
D 11
H 11
S 11
5 C 11
D 11
H 11
S 11
6 C 11
D 11
H 11
S 11
7 C 11
D 11
H 11
S 11
8 C 11
D 11
H 11
S 11
9 C 11
D 11
H 11
S 11
A C 11
D 11
H 11
S 11
J C 11
D 11
H 11
S 11
K C 11
D 11
H 11
S 11
Q C 11
D 11
H 11
S 11
Name: sample, dtype: int64
In this section, we read all the image files from train_df, test_df and val_df and downsize every image to particular size.
We do this by loading all the images as numpy arrays and resizing them. We also extract their corresponding labels.
.
Finally, we create: X_train, X_val, X_test and Y_train, Y_val, Y_test sets.
## Downsizing images to a 224 x 224 pixel array
DOWNSIZE_DIM = (224, 224)
# Downsize data and create X_, Y_ sets.
def downsize_and_create_splits(data):
X, Y = [], []
for i, row in tqdm(data.iterrows()):
image_path, image_label = row['file_path'], row['label']
# Image Array
img_arr = cv2.imread(image_path)
# rescale (downsize) image Array
img_arr = cv2.resize(img_arr, DOWNSIZE_DIM)
# Split DF
X.append(img_arr)
Y.append(image_label)
return X, Y
## Downsizing images to a 224 x 224 pixel array
# Downsize Training data and create X_train, Y_train
# Downsize Validation data and create X_val, Y_val
# Downsize Testing data and create X_test, Y_test
X_train, Y_train = downsize_and_create_splits(train_df)
X_val, Y_val = downsize_and_create_splits(val_df)
X_test, Y_test = downsize_and_create_splits(test_df)
1705it [08:46, 3.24it/s] 427it [02:11, 3.24it/s] 574it [02:23, 4.01it/s]
## Now, all the X_ sets must be scaled so they are divided by 255.0 for normalization.
print("Max value of pixel dimension: ", np.max(X_train))
print("Min value of pixel dimension: ", np.min(X_train))
X_train = np.array(X_train) / 255.0
X_val = np.array(X_val) / 255.0
X_test = np.array(X_test) / 255.0
print("\nNormalized: Max value of pixel dimension: ", np.max(X_train))
print("Normalized: Min value of pixel dimension: ", np.min(X_train))
Max value of pixel dimension: 255 Min value of pixel dimension: 0 Normalized: Max value of pixel dimension: 1.0 Normalized: Min value of pixel dimension: 0.0
## Load/Save Prepared Data
# Load X_train, Y_train, X_val, Y_val, X_test and Y_test (if created previously)
if Path(save_fp + '/X_train.pkl').exists():
print("Previous files exist! Loading...")
with open(save_fp + '/X_train.pkl', 'rb') as f:
X_train = pickle.load(f)
with open(save_fp + '/Y_train.pkl', 'rb') as f:
Y_train = pickle.load(f)
with open(save_fp + '/X_val.pkl', 'rb') as f:
X_val = pickle.load(f)
with open(save_fp + '/Y_val.pkl', 'rb') as f:
Y_val = pickle.load(f)
with open(save_fp + '/X_test.pkl', 'rb') as f:
X_test = pickle.load(f)
with open(save_fp + '/Y_test.pkl', 'rb') as f:
Y_test = pickle.load(f)
# Save X_train, Y_train, X_val, Y_val, X_test and Y_test
else:
print("Saving... X_train, Y_train, X_val, Y_val, X_test and Y_test")
with open(save_fp + '/X_train.pkl', 'wb') as f:
pickle.dump(X_train, f)
with open(save_fp + '/Y_train.pkl', 'wb') as f:
pickle.dump(Y_train, f)
with open(save_fp + '/X_val.pkl', 'wb') as f:
pickle.dump(X_val, f)
with open(save_fp + '/Y_val.pkl', 'wb') as f:
pickle.dump(Y_val, f)
with open(save_fp + '/X_test.pkl', 'wb') as f:
pickle.dump(X_test, f)
with open(save_fp + '/Y_test.pkl', 'wb') as f:
pickle.dump(Y_test, f)
Previous files exist! Loading...
Y_train[:5]
['3_S', '9_D', '8_D', 'J_C', '7_C']
Y_val[:5]
['2_H', 'Q_D', 'J_D', 'J_C', 'Q_D']
Y_test[:5]
['10_C', '10_C', '10_C', '10_C', '10_C']
## Encode all categories-classes to integers
# Initialize LabelEncoder
label_encoder = LabelEncoder()
# If trained previously, load fitted label encoder
if Path(label_encoder_fp).exists():
print("Previous LabelEncoder exists! Loading...")
label_encoder.classes_ = np.load(label_encoder_fp)
# Fit and transform
Y_train_enc = label_encoder.fit_transform(Y_train)
Y_val_enc = label_encoder.transform(Y_val)
Y_test_enc = label_encoder.transform(Y_test)
# Create a mapping dictionary to retrieve labels from encoded integers
Y_train_mapper = dict(zip(Y_train_enc, label_encoder.inverse_transform(Y_train_enc)))
Y_val_mapper = dict(zip(Y_val_enc, label_encoder.inverse_transform(Y_val_enc)))
Y_test_mapper = dict(zip(Y_test_enc, label_encoder.inverse_transform(Y_test_enc)))
# Save label encoder fitted classes
if not Path(label_encoder_fp).exists():
print("Saving... LabelEncoder")
np.save(label_encoder_fp, label_encoder.classes_)
Saving... LabelEncoder
# all labels encoded into integers (0, 1, .., 51)
np.unique(Y_train_enc)
array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16,
17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,
34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50,
51])
len(np.unique(Y_train_enc))
52
# Sample mapper file
for i in range(5):
print(i, "=>", Y_train_mapper[i])
0 => 10_C 1 => 10_D 2 => 10_H 3 => 10_S 4 => 2_C
##----------------------------------------------------
##
## Run this section everytime.
##
##----------------------------------------------------
## MODEL SETTINGS
tf.keras.backend.clear_session()
np.random.seed(7)
tf.random.set_seed(7)
EPOCHS = 50
## CNN ARCHITECTURE
model = Sequential()
model.add(Conv2D(128, (3,3), activation='relu', input_shape=(X_train.shape[1], X_train.shape[2], X_train.shape[3])))
model.add(MaxPooling2D(2, 2))
model.add(Conv2D(64, (3,3), activation='relu'))
model.add(MaxPooling2D(2,2))
model.add(Dropout(0.2))
model.add(Conv2D(64, (3,3), activation='relu'))
model.add(MaxPooling2D(2,2))
model.add(Conv2D(64, (3,3), activation='relu'))
model.add(MaxPooling2D(2,2))
model.add(Flatten())
model.add(Dropout(0.4))
model.add(Dense(512, activation='relu'))
model.add(Dense(52, activation='softmax'))
model.summary()
Model: "sequential"
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
conv2d (Conv2D) (None, 222, 222, 128) 3584
max_pooling2d (MaxPooling2 (None, 111, 111, 128) 0
D)
conv2d_1 (Conv2D) (None, 109, 109, 64) 73792
max_pooling2d_1 (MaxPoolin (None, 54, 54, 64) 0
g2D)
dropout (Dropout) (None, 54, 54, 64) 0
conv2d_2 (Conv2D) (None, 52, 52, 64) 36928
max_pooling2d_2 (MaxPoolin (None, 26, 26, 64) 0
g2D)
conv2d_3 (Conv2D) (None, 24, 24, 64) 36928
max_pooling2d_3 (MaxPoolin (None, 12, 12, 64) 0
g2D)
flatten (Flatten) (None, 9216) 0
dropout_1 (Dropout) (None, 9216) 0
dense (Dense) (None, 512) 4719104
dense_1 (Dense) (None, 52) 26676
=================================================================
Total params: 4897012 (18.68 MB)
Trainable params: 4897012 (18.68 MB)
Non-trainable params: 0 (0.00 Byte)
_________________________________________________________________
## TRAINING
# Load if any trained model exists
if Path(model_save_fp).exists():
model = load_model(model_save_fp)
# callbacks
cp = tf.keras.callbacks.ModelCheckpoint(filepath=model_fp + "/pokermate_cnn_best.h5", save_best_only=True, verbose=1)
# compilation
model.compile(loss = 'sparse_categorical_crossentropy', optimizer='adam', metrics=['accuracy'])
# train model
history = model.fit(X_train, Y_train_enc, epochs=EPOCHS, validation_data=(X_val, Y_val_enc), callbacks=[cp], verbose=1)
Epoch 1/50 54/54 [==============================] - ETA: 0s - loss: 2.4986 - accuracy: 0.3466 Epoch 1: val_loss improved from inf to 1.24242, saving model to /content/drive/MyDrive/WORK/Data Science/7. Neural Networks and Deep Learning/resources/CSCI 5922 - Neural Nets and Deep Learning/ASSIGNMENTS/PROJECT/source/ml/models/pokermate_cnn_best.h5
/usr/local/lib/python3.10/dist-packages/keras/src/engine/training.py:3079: UserWarning: You are saving your model as an HDF5 file via `model.save()`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')`.
saving_api.save_model(
54/54 [==============================] - 29s 297ms/step - loss: 2.4986 - accuracy: 0.3466 - val_loss: 1.2424 - val_accuracy: 0.6370 Epoch 2/50 54/54 [==============================] - ETA: 0s - loss: 0.6850 - accuracy: 0.7994 Epoch 2: val_loss improved from 1.24242 to 0.50700, saving model to /content/drive/MyDrive/WORK/Data Science/7. Neural Networks and Deep Learning/resources/CSCI 5922 - Neural Nets and Deep Learning/ASSIGNMENTS/PROJECT/source/ml/models/pokermate_cnn_best.h5 54/54 [==============================] - 15s 278ms/step - loss: 0.6850 - accuracy: 0.7994 - val_loss: 0.5070 - val_accuracy: 0.8525 Epoch 3/50 54/54 [==============================] - ETA: 0s - loss: 0.2555 - accuracy: 0.9132 Epoch 3: val_loss improved from 0.50700 to 0.49600, saving model to /content/drive/MyDrive/WORK/Data Science/7. Neural Networks and Deep Learning/resources/CSCI 5922 - Neural Nets and Deep Learning/ASSIGNMENTS/PROJECT/source/ml/models/pokermate_cnn_best.h5 54/54 [==============================] - 15s 276ms/step - loss: 0.2555 - accuracy: 0.9132 - val_loss: 0.4960 - val_accuracy: 0.8782 Epoch 4/50 54/54 [==============================] - ETA: 0s - loss: 0.1450 - accuracy: 0.9572 Epoch 4: val_loss improved from 0.49600 to 0.48810, saving model to /content/drive/MyDrive/WORK/Data Science/7. Neural Networks and Deep Learning/resources/CSCI 5922 - Neural Nets and Deep Learning/ASSIGNMENTS/PROJECT/source/ml/models/pokermate_cnn_best.h5 54/54 [==============================] - 15s 276ms/step - loss: 0.1450 - accuracy: 0.9572 - val_loss: 0.4881 - val_accuracy: 0.8782 Epoch 5/50 54/54 [==============================] - ETA: 0s - loss: 0.0939 - accuracy: 0.9695 Epoch 5: val_loss improved from 0.48810 to 0.39672, saving model to /content/drive/MyDrive/WORK/Data Science/7. Neural Networks and Deep Learning/resources/CSCI 5922 - Neural Nets and Deep Learning/ASSIGNMENTS/PROJECT/source/ml/models/pokermate_cnn_best.h5 54/54 [==============================] - 15s 276ms/step - loss: 0.0939 - accuracy: 0.9695 - val_loss: 0.3967 - val_accuracy: 0.8923 Epoch 6/50 54/54 [==============================] - ETA: 0s - loss: 0.0454 - accuracy: 0.9877 Epoch 6: val_loss improved from 0.39672 to 0.31341, saving model to /content/drive/MyDrive/WORK/Data Science/7. Neural Networks and Deep Learning/resources/CSCI 5922 - Neural Nets and Deep Learning/ASSIGNMENTS/PROJECT/source/ml/models/pokermate_cnn_best.h5 54/54 [==============================] - 15s 279ms/step - loss: 0.0454 - accuracy: 0.9877 - val_loss: 0.3134 - val_accuracy: 0.9297 Epoch 7/50 54/54 [==============================] - ETA: 0s - loss: 0.0650 - accuracy: 0.9801 Epoch 7: val_loss did not improve from 0.31341 54/54 [==============================] - 13s 244ms/step - loss: 0.0650 - accuracy: 0.9801 - val_loss: 0.4188 - val_accuracy: 0.9063 Epoch 8/50 54/54 [==============================] - ETA: 0s - loss: 0.0914 - accuracy: 0.9742 Epoch 8: val_loss improved from 0.31341 to 0.29920, saving model to /content/drive/MyDrive/WORK/Data Science/7. Neural Networks and Deep Learning/resources/CSCI 5922 - Neural Nets and Deep Learning/ASSIGNMENTS/PROJECT/source/ml/models/pokermate_cnn_best.h5 54/54 [==============================] - 14s 268ms/step - loss: 0.0914 - accuracy: 0.9742 - val_loss: 0.2992 - val_accuracy: 0.9227 Epoch 9/50 54/54 [==============================] - ETA: 0s - loss: 0.0838 - accuracy: 0.9818 Epoch 9: val_loss did not improve from 0.29920 54/54 [==============================] - 13s 242ms/step - loss: 0.0838 - accuracy: 0.9818 - val_loss: 0.4847 - val_accuracy: 0.9204 Epoch 10/50 54/54 [==============================] - ETA: 0s - loss: 0.0512 - accuracy: 0.9848 Epoch 10: val_loss improved from 0.29920 to 0.29834, saving model to /content/drive/MyDrive/WORK/Data Science/7. Neural Networks and Deep Learning/resources/CSCI 5922 - Neural Nets and Deep Learning/ASSIGNMENTS/PROJECT/source/ml/models/pokermate_cnn_best.h5 54/54 [==============================] - 14s 265ms/step - loss: 0.0512 - accuracy: 0.9848 - val_loss: 0.2983 - val_accuracy: 0.9274 Epoch 11/50 54/54 [==============================] - ETA: 0s - loss: 0.0520 - accuracy: 0.9830 Epoch 11: val_loss did not improve from 0.29834 54/54 [==============================] - 13s 248ms/step - loss: 0.0520 - accuracy: 0.9830 - val_loss: 0.3022 - val_accuracy: 0.9297 Epoch 12/50 54/54 [==============================] - ETA: 0s - loss: 0.0243 - accuracy: 0.9935 Epoch 12: val_loss did not improve from 0.29834 54/54 [==============================] - 13s 239ms/step - loss: 0.0243 - accuracy: 0.9935 - val_loss: 0.3436 - val_accuracy: 0.9344 Epoch 13/50 54/54 [==============================] - ETA: 0s - loss: 0.0202 - accuracy: 0.9953 Epoch 13: val_loss did not improve from 0.29834 54/54 [==============================] - 13s 241ms/step - loss: 0.0202 - accuracy: 0.9953 - val_loss: 0.3375 - val_accuracy: 0.9297 Epoch 14/50 54/54 [==============================] - ETA: 0s - loss: 0.0217 - accuracy: 0.9947 Epoch 14: val_loss did not improve from 0.29834 54/54 [==============================] - 13s 245ms/step - loss: 0.0217 - accuracy: 0.9947 - val_loss: 0.5881 - val_accuracy: 0.8899 Epoch 15/50 54/54 [==============================] - ETA: 0s - loss: 0.0509 - accuracy: 0.9877 Epoch 15: val_loss did not improve from 0.29834 54/54 [==============================] - 13s 240ms/step - loss: 0.0509 - accuracy: 0.9877 - val_loss: 0.3625 - val_accuracy: 0.9297 Epoch 16/50 54/54 [==============================] - ETA: 0s - loss: 0.0365 - accuracy: 0.9918 Epoch 16: val_loss did not improve from 0.29834 54/54 [==============================] - 13s 245ms/step - loss: 0.0365 - accuracy: 0.9918 - val_loss: 0.4850 - val_accuracy: 0.8993 Epoch 17/50 54/54 [==============================] - ETA: 0s - loss: 0.0287 - accuracy: 0.9935 Epoch 17: val_loss improved from 0.29834 to 0.25734, saving model to /content/drive/MyDrive/WORK/Data Science/7. Neural Networks and Deep Learning/resources/CSCI 5922 - Neural Nets and Deep Learning/ASSIGNMENTS/PROJECT/source/ml/models/pokermate_cnn_best.h5 54/54 [==============================] - 14s 265ms/step - loss: 0.0287 - accuracy: 0.9935 - val_loss: 0.2573 - val_accuracy: 0.9461 Epoch 18/50 54/54 [==============================] - ETA: 0s - loss: 0.0318 - accuracy: 0.9894 Epoch 18: val_loss did not improve from 0.25734 54/54 [==============================] - 13s 243ms/step - loss: 0.0318 - accuracy: 0.9894 - val_loss: 0.2894 - val_accuracy: 0.9461 Epoch 19/50 54/54 [==============================] - ETA: 0s - loss: 0.0176 - accuracy: 0.9935 Epoch 19: val_loss did not improve from 0.25734 54/54 [==============================] - 13s 242ms/step - loss: 0.0176 - accuracy: 0.9935 - val_loss: 0.2996 - val_accuracy: 0.9461 Epoch 20/50 54/54 [==============================] - ETA: 0s - loss: 0.0160 - accuracy: 0.9971 Epoch 20: val_loss did not improve from 0.25734 54/54 [==============================] - 13s 240ms/step - loss: 0.0160 - accuracy: 0.9971 - val_loss: 0.3809 - val_accuracy: 0.9391 Epoch 21/50 54/54 [==============================] - ETA: 0s - loss: 0.0221 - accuracy: 0.9924 Epoch 21: val_loss did not improve from 0.25734 54/54 [==============================] - 13s 237ms/step - loss: 0.0221 - accuracy: 0.9924 - val_loss: 0.3180 - val_accuracy: 0.9461 Epoch 22/50 54/54 [==============================] - ETA: 0s - loss: 0.0015 - accuracy: 1.0000 Epoch 22: val_loss did not improve from 0.25734 54/54 [==============================] - 13s 241ms/step - loss: 0.0015 - accuracy: 1.0000 - val_loss: 0.3297 - val_accuracy: 0.9438 Epoch 23/50 54/54 [==============================] - ETA: 0s - loss: 2.3306e-04 - accuracy: 1.0000 Epoch 23: val_loss did not improve from 0.25734 54/54 [==============================] - 13s 246ms/step - loss: 2.3306e-04 - accuracy: 1.0000 - val_loss: 0.3109 - val_accuracy: 0.9438 Epoch 24/50 54/54 [==============================] - ETA: 0s - loss: 9.9437e-05 - accuracy: 1.0000 Epoch 24: val_loss did not improve from 0.25734 54/54 [==============================] - 13s 246ms/step - loss: 9.9437e-05 - accuracy: 1.0000 - val_loss: 0.3006 - val_accuracy: 0.9438 Epoch 25/50 54/54 [==============================] - ETA: 0s - loss: 2.6835e-04 - accuracy: 1.0000 Epoch 25: val_loss did not improve from 0.25734 54/54 [==============================] - 13s 241ms/step - loss: 2.6835e-04 - accuracy: 1.0000 - val_loss: 0.3122 - val_accuracy: 0.9415 Epoch 26/50 54/54 [==============================] - ETA: 0s - loss: 5.3854e-05 - accuracy: 1.0000 Epoch 26: val_loss did not improve from 0.25734 54/54 [==============================] - 13s 246ms/step - loss: 5.3854e-05 - accuracy: 1.0000 - val_loss: 0.3097 - val_accuracy: 0.9415 Epoch 27/50 54/54 [==============================] - ETA: 0s - loss: 6.5002e-05 - accuracy: 1.0000 Epoch 27: val_loss did not improve from 0.25734 54/54 [==============================] - 13s 248ms/step - loss: 6.5002e-05 - accuracy: 1.0000 - val_loss: 0.3111 - val_accuracy: 0.9438 Epoch 28/50 54/54 [==============================] - ETA: 0s - loss: 3.8965e-05 - accuracy: 1.0000 Epoch 28: val_loss did not improve from 0.25734 54/54 [==============================] - 13s 243ms/step - loss: 3.8965e-05 - accuracy: 1.0000 - val_loss: 0.3120 - val_accuracy: 0.9415 Epoch 29/50 54/54 [==============================] - ETA: 0s - loss: 5.7321e-05 - accuracy: 1.0000 Epoch 29: val_loss did not improve from 0.25734 54/54 [==============================] - 13s 247ms/step - loss: 5.7321e-05 - accuracy: 1.0000 - val_loss: 0.3183 - val_accuracy: 0.9415 Epoch 30/50 54/54 [==============================] - ETA: 0s - loss: 8.6404e-05 - accuracy: 1.0000 Epoch 30: val_loss did not improve from 0.25734 54/54 [==============================] - 13s 246ms/step - loss: 8.6404e-05 - accuracy: 1.0000 - val_loss: 0.3203 - val_accuracy: 0.9438 Epoch 31/50 54/54 [==============================] - ETA: 0s - loss: 2.5893e-05 - accuracy: 1.0000 Epoch 31: val_loss did not improve from 0.25734 54/54 [==============================] - 13s 247ms/step - loss: 2.5893e-05 - accuracy: 1.0000 - val_loss: 0.3214 - val_accuracy: 0.9461 Epoch 32/50 54/54 [==============================] - ETA: 0s - loss: 4.0473e-05 - accuracy: 1.0000 Epoch 32: val_loss did not improve from 0.25734 54/54 [==============================] - 13s 248ms/step - loss: 4.0473e-05 - accuracy: 1.0000 - val_loss: 0.3229 - val_accuracy: 0.9415 Epoch 33/50 54/54 [==============================] - ETA: 0s - loss: 3.9209e-05 - accuracy: 1.0000 Epoch 33: val_loss did not improve from 0.25734 54/54 [==============================] - 13s 243ms/step - loss: 3.9209e-05 - accuracy: 1.0000 - val_loss: 0.3241 - val_accuracy: 0.9415 Epoch 34/50 54/54 [==============================] - ETA: 0s - loss: 2.3389e-05 - accuracy: 1.0000 Epoch 34: val_loss did not improve from 0.25734 54/54 [==============================] - 13s 244ms/step - loss: 2.3389e-05 - accuracy: 1.0000 - val_loss: 0.3221 - val_accuracy: 0.9415 Epoch 35/50 54/54 [==============================] - ETA: 0s - loss: 1.5486e-05 - accuracy: 1.0000 Epoch 35: val_loss did not improve from 0.25734 54/54 [==============================] - 13s 247ms/step - loss: 1.5486e-05 - accuracy: 1.0000 - val_loss: 0.3223 - val_accuracy: 0.9415 Epoch 36/50 54/54 [==============================] - ETA: 0s - loss: 2.7486e-04 - accuracy: 1.0000 Epoch 36: val_loss did not improve from 0.25734 54/54 [==============================] - 13s 243ms/step - loss: 2.7486e-04 - accuracy: 1.0000 - val_loss: 0.3370 - val_accuracy: 0.9508 Epoch 37/50 54/54 [==============================] - ETA: 0s - loss: 0.0191 - accuracy: 0.9953 Epoch 37: val_loss did not improve from 0.25734 54/54 [==============================] - 13s 248ms/step - loss: 0.0191 - accuracy: 0.9953 - val_loss: 0.5325 - val_accuracy: 0.8946 Epoch 38/50 54/54 [==============================] - ETA: 0s - loss: 0.1189 - accuracy: 0.9713 Epoch 38: val_loss did not improve from 0.25734 54/54 [==============================] - 13s 233ms/step - loss: 0.1189 - accuracy: 0.9713 - val_loss: 0.4291 - val_accuracy: 0.8993 Epoch 39/50 54/54 [==============================] - ETA: 0s - loss: 0.2327 - accuracy: 0.9384 Epoch 39: val_loss did not improve from 0.25734 54/54 [==============================] - 13s 233ms/step - loss: 0.2327 - accuracy: 0.9384 - val_loss: 0.8319 - val_accuracy: 0.8361 Epoch 40/50 54/54 [==============================] - ETA: 0s - loss: 0.1698 - accuracy: 0.9484 Epoch 40: val_loss did not improve from 0.25734 54/54 [==============================] - 13s 234ms/step - loss: 0.1698 - accuracy: 0.9484 - val_loss: 0.3961 - val_accuracy: 0.9227 Epoch 41/50 54/54 [==============================] - ETA: 0s - loss: 0.0282 - accuracy: 0.9894 Epoch 41: val_loss did not improve from 0.25734 54/54 [==============================] - 12s 229ms/step - loss: 0.0282 - accuracy: 0.9894 - val_loss: 0.2785 - val_accuracy: 0.9555 Epoch 42/50 54/54 [==============================] - ETA: 0s - loss: 0.0250 - accuracy: 0.9918 Epoch 42: val_loss did not improve from 0.25734 54/54 [==============================] - 12s 230ms/step - loss: 0.0250 - accuracy: 0.9918 - val_loss: 0.2795 - val_accuracy: 0.9415 Epoch 43/50 54/54 [==============================] - ETA: 0s - loss: 0.0060 - accuracy: 0.9982 Epoch 43: val_loss did not improve from 0.25734 54/54 [==============================] - 13s 234ms/step - loss: 0.0060 - accuracy: 0.9982 - val_loss: 0.2631 - val_accuracy: 0.9555 Epoch 44/50 54/54 [==============================] - ETA: 0s - loss: 5.6521e-04 - accuracy: 1.0000 Epoch 44: val_loss did not improve from 0.25734 54/54 [==============================] - 12s 229ms/step - loss: 5.6521e-04 - accuracy: 1.0000 - val_loss: 0.2632 - val_accuracy: 0.9578 Epoch 45/50 54/54 [==============================] - ETA: 0s - loss: 8.0873e-04 - accuracy: 0.9994 Epoch 45: val_loss did not improve from 0.25734 54/54 [==============================] - 13s 234ms/step - loss: 8.0873e-04 - accuracy: 0.9994 - val_loss: 0.2682 - val_accuracy: 0.9649 Epoch 46/50 54/54 [==============================] - ETA: 0s - loss: 9.8049e-04 - accuracy: 0.9994 Epoch 46: val_loss improved from 0.25734 to 0.23881, saving model to /content/drive/MyDrive/WORK/Data Science/7. Neural Networks and Deep Learning/resources/CSCI 5922 - Neural Nets and Deep Learning/ASSIGNMENTS/PROJECT/source/ml/models/pokermate_cnn_best.h5 54/54 [==============================] - 14s 252ms/step - loss: 9.8049e-04 - accuracy: 0.9994 - val_loss: 0.2388 - val_accuracy: 0.9555 Epoch 47/50 54/54 [==============================] - ETA: 0s - loss: 2.5425e-04 - accuracy: 1.0000 Epoch 47: val_loss did not improve from 0.23881 54/54 [==============================] - 12s 231ms/step - loss: 2.5425e-04 - accuracy: 1.0000 - val_loss: 0.2460 - val_accuracy: 0.9578 Epoch 48/50 54/54 [==============================] - ETA: 0s - loss: 1.2241e-04 - accuracy: 1.0000 Epoch 48: val_loss did not improve from 0.23881 54/54 [==============================] - 12s 231ms/step - loss: 1.2241e-04 - accuracy: 1.0000 - val_loss: 0.2440 - val_accuracy: 0.9578 Epoch 49/50 54/54 [==============================] - ETA: 0s - loss: 1.6635e-04 - accuracy: 1.0000 Epoch 49: val_loss did not improve from 0.23881 54/54 [==============================] - 12s 230ms/step - loss: 1.6635e-04 - accuracy: 1.0000 - val_loss: 0.2461 - val_accuracy: 0.9625 Epoch 50/50 54/54 [==============================] - ETA: 0s - loss: 1.2744e-04 - accuracy: 1.0000 Epoch 50: val_loss did not improve from 0.23881 54/54 [==============================] - 13s 234ms/step - loss: 1.2744e-04 - accuracy: 1.0000 - val_loss: 0.2484 - val_accuracy: 0.9602
## Training model Metrics
acc = history.history['accuracy']
val_acc = history.history['val_accuracy']
loss = history.history['loss']
val_loss = history.history['val_loss']
epochs = range(len(acc))
## Loss
plt.figure(figsize = (12,8))
plt.plot(epochs, loss, 'r', label='Training loss')
plt.plot(epochs, val_loss, 'b', label='Validation loss')
plt.title('Loss over epochs: Training and validation sets')
plt.legend(loc=0)
plt.figure()
plt.show()
<Figure size 640x480 with 0 Axes>
## Accuracy
plt.figure(figsize = (12,8))
plt.plot(epochs, acc, 'r', label='Training accuracy')
plt.plot(epochs, val_acc, 'b', label='Validation accuracy')
plt.title('Accuracy over epochs: Training and validation sets')
plt.legend(loc=0)
plt.figure()
plt.show()
<Figure size 640x480 with 0 Axes>
# # Load if any trained model exists
# if Path(model_save_fp).exists():
# model = load_model(model_save_fp)
## Model Evaluation ##
loss_test, acc_test = model.evaluate(X_test, Y_test_enc, verbose=0)
predictions = model.predict(X_test, verbose=0)
Y_test_hat_enc = np.argmax(predictions, axis=1)
Y_test_hat = label_encoder.inverse_transform(Y_test_hat_enc)
accuracy = accuracy_score(Y_test_enc, Y_test_hat_enc)
precision = precision_score(Y_test_enc, Y_test_hat_enc, average='weighted')
recall = recall_score(Y_test_enc, Y_test_hat_enc, average='weighted')
f1 = f1_score(Y_test_enc, Y_test_hat_enc, average='weighted')
print("\nloss_test:", loss_test)
print("acc_test:", acc_test)
print("Error percentage found: %.2f%%" % (100-acc_test*100))
print(f"Accuracy: {accuracy}")
print(f"Precision: {precision}")
print(f"Recall: {recall}")
print(f"F1 Score: {f1}")
loss_test: 0.09910367429256439 acc_test: 0.9773519039154053 Error percentage found: 2.26% Accuracy: 0.9773519163763066 Precision: 0.9788751898507996 Recall: 0.9773519163763066 F1 Score: 0.9773816737723723
Y_test[:5]
['10_C', '10_C', '10_C', '10_C', '10_C']
Y_test_enc[:5]
array([0, 0, 0, 0, 0])
Y_test_hat_enc[:5]
array([ 0, 0, 0, 48, 0])
cm = confusion_matrix(Y_test_enc, Y_test_hat_enc)
cmdisplay = ConfusionMatrixDisplay(cm)
cmdisplay.plot()
<sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay at 0x7acc7dbdcb50>
# # Load encoder
# label_encoder = LabelEncoder()
# if Path(label_encoder_fp).exists():
# label_encoder.classes_ = np.load(label_encoder_fp)
# # Load model
# if Path(model_save_fp).exists():
# model = load_model(model_save_fp)
predictions = model.predict(X_test, verbose=1)
Y_test_hat_enc = np.argmax(predictions, axis=1)
Y_test_hat = label_encoder.inverse_transform(Y_test_hat_enc)
# Lets visualize some predictions...
plt.figure(figsize=(16,16))
for i in range(9):
plt.subplot(3,3,i+1)
plt.xticks([])
plt.yticks([])
plt.grid(False)
index = np.random.randint(0, len(X_test))
plt.imshow(X_test[index])
plt.xlabel(Y_test_hat[index])
plt.show()
18/18 [==============================] - 1s 47ms/step
